Split (2)

train · 2.67k rows

data_source stringclasses 1 value	prompt listlengths 1 1	ability stringclasses 1 value	reward_model.ground_truth.timestamp stringdate 2025-03-24 21:16:32 2025-05-07 20:15:32	reward_model.ground_truth.action stringclasses 4 values	reward_model.ground_truth.action_argument stringlengths 0 117	reward_model.style stringclasses 1 value	answer.timestamp stringdate 2025-03-24 21:16:32 2025-05-07 20:15:32	extra_info.split stringclasses 1 value	extra_info.index int64 0 2.67k	extra_info.answer.timestamp stringdate 2025-03-24 21:16:32 2025-05-07 20:15:32	extra_info.answer.action stringclasses 4 values	extra_info.answer.action_argument stringlengths 0 117	extra_info.question stringlengths 3.78k 53.6k	reward_model dict	extra_info dict
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"shirt\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Meebook E-Reader M7 \| 6.8' Eink Carta Screen \| 300PPI Smart Light \| Android 11 \| Ouad Core Processor \| Out Speaker \| Support Google Play Store \| 3GB+32GB Storage \| Micro-SD Slot \| Gray\", \"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\": \"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\": \"$7.59\", \"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 ],\n \"ads\": [\n {\n \"title\": \"Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)\",\n \"asin\": \"B0CPRDLC5D\"\n},\n {\n \"title\": \"Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L\",\n \"asin\": \"B09KP22RBH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack\", \"asin\": \"B0DNVHCKNB\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28\"},\n {\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDQRYD4\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt\", \"asin\": \"B0C31QV82L\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"White Flag T-Shirt 6 Pack \\u2013 Soft Fitted Crew Neck Tee for Men & Women \\u2013 Premium Cotton Short Sleeve\", \"asin\": \"B0DW2HRTF3\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZB2RRV\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0BTZBJYYN\", \"price\": \"$76.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHS6C6Z\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B0BGP9NVNX\", \"price\": \"$47.01\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTYT4DF\", \"price\": \"$54.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ5GWYP1\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30\"},\n {\"title\": \"Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C321971H\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts\", \"asin\": \"B09TK8VPL6\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos\", \"asin\": \"B0CS14F1RJ\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery May 2 - 7 for Prime members\"},\n {\"title\": \"Basic Crew T-Shirt Pack\", \"asin\": \"B09DFK91TX\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKL6KJT\", \"price\": \"$52.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve\", \"asin\": \"B0CQS14WL4\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZV43PC\", \"price\": \"$75.15\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BSI\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07MLDSCJM\", \"price\": \"$202.32\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n {\"title\": \"4 Pack - Mens Short Sleeve Button Down Shirts \\u2013 Wrinkle Free, Muscle Fit, Stylish Casual\", \"asin\": \"B0DBJ16QL5\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's The Zinna 2.0 Polo\", \"asin\": \"B0DG9PY7KH\", \"price\": \"$82.75\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47ZBD3T\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt\", \"asin\": \"B0DRMK1B3P\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Slim Fit Stretch Crew Tee\", \"asin\": \"B0B47X7FBM\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47SCW45\", \"price\": \"$47.02\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts\", \"asin\": \"B0BLBYTH6M\", \"price\": \"$54.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Daily Comfort Deep V-Neck M 2 Pieces\", \"asin\": \"B0BCVD5PBQ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n {\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828N4KCP\", \"price\": \"$48.01\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWZYVP2\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0CS2C722L\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Classic Fit Jersey Short Sleeve Tee\", \"asin\": \"B0CWPKN589\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt\", \"asin\": \"B07KBPFH9L\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B07S45H6NQ\", \"price\": \"$51.06\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Mens Dri-FIT Short Sleeve Polo Shirt\", \"asin\": \"B07GP5VB7G\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Ultra Dry Raglan Sleeve Polo Sport Short\", \"asin\": \"B081BNRPPD\", \"price\": \"$57.46\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Solid Twill Classic Fit Shirt\", \"asin\": \"B005A119IG\", \"price\": \"$62.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DK2F5VFW\", \"price\": \"$50.28\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Classic Fit Mesh Polo Shirt\", \"asin\": \"B07NF9PMZV\", \"price\": \"$106.23\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's PFG Bahama II Short Sleeve Shirt\", \"asin\": \"B0CLQLP9Y6\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 27 - May 1 for Prime members\"},\n {\"title\": \"Men's Force Relaxed Fit Lightweight Long Sleeve Shirt\", \"asin\": \"B09WZ4YTPY\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood\", \"asin\": \"B0C6WJW6LY\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HR8C48D\", \"price\": \"$51.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large\", \"asin\": \"B00LB811EE\", \"price\": \"$95.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n {\"title\": \"Men's Short Sleeve Paris Polo Shirt\", \"asin\": \"B071R3JHFL\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Retro Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B07V2JNK8M\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets\", \"asin\": \"B0CJJWR1P3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B0DFHGBN6B\", \"price\": \"$62.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BQZ7NWCF\", \"price\": \"$75.60\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Harbor Heavyweight Flannel Shirt\", \"asin\": \"B08P3XSQDS\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Long Sleeve Vintage Whale Pocket T-Shirt\", \"asin\": \"B093CM3WGM\", \"price\": \"$49.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Short Sleeved Ribbed Collar Shirt\", \"asin\": \"B000SEBML4\", \"price\": \"$49.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Tide Point Solid Short Sleeve Shirt, Button Down for Men\", \"asin\": \"B0BSYHR6HT\", \"price\": \"$61.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Ultimate365 Textured Polo Shirt\", \"asin\": \"B0C7KHDJPB\", \"price\": \"$49.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Regular Fit Cotton Oxford Shirt\", \"asin\": \"B0C117HQ4W\", \"price\": \"$101.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Heritage Western Shirt\", \"asin\": \"B0D8NY62F1\", \"price\": \"$48.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BG0\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit\", \"asin\": \"B07NFST97P\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DLX1NVW6\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Long Sleeve Button Down Oxford Shirt in Regular Fit\", \"asin\": \"B078YDH3HC\", \"price\": \"$53.37\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Dress Shirt Comfort Stretch French Cuff Regular Fit\", \"asin\": \"B0DMC5JG72\", \"price\": \"$53.70\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n {\"title\": \"Men's Ultimate365 Sport Collar Polo Shirt\", \"asin\": \"B0D64H55JG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:43.802Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-20T06:04:43.802Z	click	suggested_term	rule	2025-04-20T06:04:43.802Z	train	2,500	2025-04-20T06:04:43.802Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "shirt" } ], "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": "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": "$7.59", "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": "Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)", "asin": "B0CPRDLC5D" }, { "title": "Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L", "asin": "B09KP22RBH" } ], "search_results": [ {"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT2NQ7F", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack", "asin": "B0DNVHCKNB", "price": "$109.99", "delivery": "FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28"}, {"title": "7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DSDQRYD4", "price": "$70.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt", "asin": "B0C31QV82L", "price": "$99.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "White Flag T-Shirt 6 Pack \u2013 Soft Fitted Crew Neck Tee for Men & Women \u2013 Premium Cotton Short Sleeve", "asin": "B0DW2HRTF3", "price": "$99.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "Dress Shirts Slim Fit Non Iron Solid", "asin": "B0058YUDGE", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0BJZB2RRV", "price": "$89.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\u2019s T- Cotton Poly", "asin": "B0BTZBJYYN", "price": "$76.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts", "asin": "B09MHS6C6Z", "price": "$63.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Wrinkle Resistant Long Sleeve Button Front Shirt", "asin": "B0BGP9NVNX", "price": "$47.01", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B08XTYT4DF", "price": "$54.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees", "asin": "B0DZ5GWYP1", "price": "$59.99", "delivery": "$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30"}, {"title": "Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)", "asin": "B0C321971H", "price": "$59.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts", "asin": "B09TK8VPL6", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos", "asin": "B0CS14F1RJ", "price": "$49.99", "delivery": "FREE delivery May 2 - 7 for Prime members"}, {"title": "Basic Crew T-Shirt Pack", "asin": "B09DFK91TX", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts", "asin": "B09ZKL6KJT", "price": "$52.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve", "asin": "B0CQS14WL4", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Long Sleeve Regular Fit Gingham Button Down Shirt", "asin": "B0BZZV43PC", "price": "$75.15", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Patriot Pack 3-Pack Men's T-Shirts", "asin": "B00TC84BSI", "price": "$49.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors", "asin": "B07MLDSCJM", "price": "$202.32", "delivery": "FREE delivery Thu, Apr 24"}, {"title": "4 Pack - Mens Short Sleeve Button Down Shirts \u2013 Wrinkle Free, Muscle Fit, Stylish Casual", "asin": "B0DBJ16QL5", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's The Zinna 2.0 Polo", "asin": "B0DG9PY7KH", "price": "$82.75", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Classic Fit Cotton Crew Undershirts, 3 Pack", "asin": "B0B47ZBD3T", "price": "$49.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt", "asin": "B0DRMK1B3P", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Slim Fit Stretch Crew Tee", "asin": "B0B47X7FBM", "price": "$49.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack", "asin": "B0B47SCW45", "price": "$47.02", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts", "asin": "B0BLBYTH6M", "price": "$54.39", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Daily Comfort Deep V-Neck M 2 Pieces", "asin": "B0BCVD5PBQ", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon."}, {"title": "Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack", "asin": "B0828N4KCP", "price": "$48.01", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWZYVP2", "price": "$47.70", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Workout Shirts for Men - Dry-Fit Gym Shirts Men \u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes", "asin": "B0CS2C722L", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Classic Fit Jersey Short Sleeve Tee", "asin": "B0CWPKN589", "price": "$55.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt", "asin": "B07KBPFH9L", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt", "asin": "B07S45H6NQ", "price": "$51.06", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens Dri-FIT Short Sleeve Polo Shirt", "asin": "B07GP5VB7G", "price": "$49.47", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Ultra Dry Raglan Sleeve Polo Sport Short", "asin": "B081BNRPPD", "price": "$57.46", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Solid Twill Classic Fit Shirt", "asin": "B005A119IG", "price": "$62.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors", "asin": "B0DK2F5VFW", "price": "$50.28", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Classic Fit Mesh Polo Shirt", "asin": "B07NF9PMZV", "price": "$106.23", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's PFG Bahama II Short Sleeve Shirt", "asin": "B0CLQLP9Y6", "price": "$38.40", "delivery": "FREE delivery Apr 27 - May 1 for Prime members"}, {"title": "Men's Force Relaxed Fit Lightweight Long Sleeve Shirt", "asin": "B09WZ4YTPY", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood", "asin": "B0C6WJW6LY", "price": "$50.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Solid Deck Shirt", "asin": "B07HR8C48D", "price": "$51.24", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large", "asin": "B00LB811EE", "price": "$95.99", "delivery": "FREE delivery Apr 24 - 27 for Prime members"}, {"title": "Men's Short Sleeve Paris Polo Shirt", "asin": "B071R3JHFL", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Retro Two Pocket Long Sleeve Snap Shirt", "asin": "B07V2JNK8M", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets", "asin": "B0CJJWR1P3", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down", "asin": "B0DFHGBN6B", "price": "$62.04", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Non-Iron Long Sleeve Button Down Sport Shirt", "asin": "B0BQZ7NWCF", "price": "$75.60", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Harbor Heavyweight Flannel Shirt", "asin": "B08P3XSQDS", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Long Sleeve Vintage Whale Pocket T-Shirt", "asin": "B093CM3WGM", "price": "$49.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Short Sleeved Ribbed Collar Shirt", "asin": "B000SEBML4", "price": "$49.69", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Tide Point Solid Short Sleeve Shirt, Button Down for Men", "asin": "B0BSYHR6HT", "price": "$61.88", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Ultimate365 Textured Polo Shirt", "asin": "B0C7KHDJPB", "price": "$49.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Regular Fit Cotton Oxford Shirt", "asin": "B0C117HQ4W", "price": "$101.20", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Heritage Western Shirt", "asin": "B0D8NY62F1", "price": "$48.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Patriot Pack 3-Pack Men's T-Shirts", "asin": "B00TC84BG0", "price": "$49.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit", "asin": "B07NFST97P", "price": "$59.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors", "asin": "B0DLX1NVW6", "price": "$59.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Long Sleeve Button Down Oxford Shirt in Regular Fit", "asin": "B078YDH3HC", "price": "$53.37", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dress Shirt Comfort Stretch French Cuff Regular Fit", "asin": "B0DMC5JG72", "price": "$53.70", "delivery": "FREE delivery Fri, Apr 25 for Prime members"}, {"title": "Men's Ultimate365 Sport Collar Polo Shirt", "asin": "B0D64H55JG", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-20T06:04:43.802Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>", "index": 2500, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"shirt\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Meebook E-Reader M7 \| 6.8' Eink Carta Screen \| 300PPI Smart Light \| Android 11 \| Ouad Core Processor \| Out Speaker \| Support Google Play Store \| 3GB+32GB Storage \| Micro-SD Slot \| Gray\", \"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\": \"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\": \"$7.59\", \"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 ],\n \"ads\": [\n {\n \"title\": \"Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)\",\n \"asin\": \"B0CPRDLC5D\"\n},\n {\n \"title\": \"Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L\",\n \"asin\": \"B09KP22RBH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack\", \"asin\": \"B0DNVHCKNB\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28\"},\n {\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDQRYD4\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt\", \"asin\": \"B0C31QV82L\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"White Flag T-Shirt 6 Pack \\u2013 Soft Fitted Crew Neck Tee for Men & Women \\u2013 Premium Cotton Short Sleeve\", \"asin\": \"B0DW2HRTF3\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZB2RRV\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0BTZBJYYN\", \"price\": \"$76.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHS6C6Z\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B0BGP9NVNX\", \"price\": \"$47.01\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTYT4DF\", \"price\": \"$54.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ5GWYP1\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30\"},\n {\"title\": \"Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C321971H\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts\", \"asin\": \"B09TK8VPL6\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos\", \"asin\": \"B0CS14F1RJ\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery May 2 - 7 for Prime members\"},\n {\"title\": \"Basic Crew T-Shirt Pack\", \"asin\": \"B09DFK91TX\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKL6KJT\", \"price\": \"$52.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve\", \"asin\": \"B0CQS14WL4\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZV43PC\", \"price\": \"$75.15\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BSI\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07MLDSCJM\", \"price\": \"$202.32\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n {\"title\": \"4 Pack - Mens Short Sleeve Button Down Shirts \\u2013 Wrinkle Free, Muscle Fit, Stylish Casual\", \"asin\": \"B0DBJ16QL5\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's The Zinna 2.0 Polo\", \"asin\": \"B0DG9PY7KH\", \"price\": \"$82.75\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47ZBD3T\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt\", \"asin\": \"B0DRMK1B3P\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Slim Fit Stretch Crew Tee\", \"asin\": \"B0B47X7FBM\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47SCW45\", \"price\": \"$47.02\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts\", \"asin\": \"B0BLBYTH6M\", \"price\": \"$54.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Daily Comfort Deep V-Neck M 2 Pieces\", \"asin\": \"B0BCVD5PBQ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n {\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828N4KCP\", \"price\": \"$48.01\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWZYVP2\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0CS2C722L\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Classic Fit Jersey Short Sleeve Tee\", \"asin\": \"B0CWPKN589\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt\", \"asin\": \"B07KBPFH9L\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B07S45H6NQ\", \"price\": \"$51.06\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Mens Dri-FIT Short Sleeve Polo Shirt\", \"asin\": \"B07GP5VB7G\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Ultra Dry Raglan Sleeve Polo Sport Short\", \"asin\": \"B081BNRPPD\", \"price\": \"$57.46\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Solid Twill Classic Fit Shirt\", \"asin\": \"B005A119IG\", \"price\": \"$62.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DK2F5VFW\", \"price\": \"$50.28\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Classic Fit Mesh Polo Shirt\", \"asin\": \"B07NF9PMZV\", \"price\": \"$106.23\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's PFG Bahama II Short Sleeve Shirt\", \"asin\": \"B0CLQLP9Y6\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 27 - May 1 for Prime members\"},\n {\"title\": \"Men's Force Relaxed Fit Lightweight Long Sleeve Shirt\", \"asin\": \"B09WZ4YTPY\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood\", \"asin\": \"B0C6WJW6LY\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HR8C48D\", \"price\": \"$51.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large\", \"asin\": \"B00LB811EE\", \"price\": \"$95.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n {\"title\": \"Men's Short Sleeve Paris Polo Shirt\", \"asin\": \"B071R3JHFL\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Retro Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B07V2JNK8M\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets\", \"asin\": \"B0CJJWR1P3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B0DFHGBN6B\", \"price\": \"$62.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BQZ7NWCF\", \"price\": \"$75.60\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Harbor Heavyweight Flannel Shirt\", \"asin\": \"B08P3XSQDS\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Long Sleeve Vintage Whale Pocket T-Shirt\", \"asin\": \"B093CM3WGM\", \"price\": \"$49.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Short Sleeved Ribbed Collar Shirt\", \"asin\": \"B000SEBML4\", \"price\": \"$49.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Tide Point Solid Short Sleeve Shirt, Button Down for Men\", \"asin\": \"B0BSYHR6HT\", \"price\": \"$61.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Ultimate365 Textured Polo Shirt\", \"asin\": \"B0C7KHDJPB\", \"price\": \"$49.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Regular Fit Cotton Oxford Shirt\", \"asin\": \"B0C117HQ4W\", \"price\": \"$101.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Heritage Western Shirt\", \"asin\": \"B0D8NY62F1\", \"price\": \"$48.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BG0\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit\", \"asin\": \"B07NFST97P\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DLX1NVW6\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Long Sleeve Button Down Oxford Shirt in Regular Fit\", \"asin\": \"B078YDH3HC\", \"price\": \"$53.37\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Dress Shirt Comfort Stretch French Cuff Regular Fit\", \"asin\": \"B0DMC5JG72\", \"price\": \"$53.70\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n {\"title\": \"Men's Ultimate365 Sport Collar Polo Shirt\", \"asin\": \"B0D64H55JG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:43.802Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"shirt\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Meebook E-Reader M7 \| 6.8' Eink Carta Screen \| 300PPI Smart Light \| Android 11 \| Ouad Core Processor \| Out Speaker \| Support Google Play Store \| 3GB+32GB Storage \| Micro-SD Slot \| Gray\", \"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\": \"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\": \"$7.59\", \"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 ],\n \"ads\": [\n {\n \"title\": \"Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)\",\n \"asin\": \"B0CPRDLC5D\"\n},\n {\n \"title\": \"Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L\",\n \"asin\": \"B09KP22RBH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack\", \"asin\": \"B0DNVHCKNB\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28\"},\n {\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDQRYD4\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt\", \"asin\": \"B0C31QV82L\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"White Flag T-Shirt 6 Pack \\u2013 Soft Fitted Crew Neck Tee for Men & Women \\u2013 Premium Cotton Short Sleeve\", \"asin\": \"B0DW2HRTF3\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZB2RRV\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0BTZBJYYN\", \"price\": \"$76.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHS6C6Z\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B0BGP9NVNX\", \"price\": \"$47.01\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTYT4DF\", \"price\": \"$54.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ5GWYP1\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30\"},\n {\"title\": \"Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C321971H\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts\", \"asin\": \"B09TK8VPL6\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos\", \"asin\": \"B0CS14F1RJ\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery May 2 - 7 for Prime members\"},\n {\"title\": \"Basic Crew T-Shirt Pack\", \"asin\": \"B09DFK91TX\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKL6KJT\", \"price\": \"$52.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve\", \"asin\": \"B0CQS14WL4\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZV43PC\", \"price\": \"$75.15\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BSI\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07MLDSCJM\", \"price\": \"$202.32\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n {\"title\": \"4 Pack - Mens Short Sleeve Button Down Shirts \\u2013 Wrinkle Free, Muscle Fit, Stylish Casual\", \"asin\": \"B0DBJ16QL5\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's The Zinna 2.0 Polo\", \"asin\": \"B0DG9PY7KH\", \"price\": \"$82.75\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47ZBD3T\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt\", \"asin\": \"B0DRMK1B3P\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Slim Fit Stretch Crew Tee\", \"asin\": \"B0B47X7FBM\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47SCW45\", \"price\": \"$47.02\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts\", \"asin\": \"B0BLBYTH6M\", \"price\": \"$54.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Daily Comfort Deep V-Neck M 2 Pieces\", \"asin\": \"B0BCVD5PBQ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n {\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828N4KCP\", \"price\": \"$48.01\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWZYVP2\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0CS2C722L\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Classic Fit Jersey Short Sleeve Tee\", \"asin\": \"B0CWPKN589\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt\", \"asin\": \"B07KBPFH9L\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B07S45H6NQ\", \"price\": \"$51.06\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Mens Dri-FIT Short Sleeve Polo Shirt\", \"asin\": \"B07GP5VB7G\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Ultra Dry Raglan Sleeve Polo Sport Short\", \"asin\": \"B081BNRPPD\", \"price\": \"$57.46\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Solid Twill Classic Fit Shirt\", \"asin\": \"B005A119IG\", \"price\": \"$62.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DK2F5VFW\", \"price\": \"$50.28\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Classic Fit Mesh Polo Shirt\", \"asin\": \"B07NF9PMZV\", \"price\": \"$106.23\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's PFG Bahama II Short Sleeve Shirt\", \"asin\": \"B0CLQLP9Y6\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 27 - May 1 for Prime members\"},\n {\"title\": \"Men's Force Relaxed Fit Lightweight Long Sleeve Shirt\", \"asin\": \"B09WZ4YTPY\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood\", \"asin\": \"B0C6WJW6LY\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HR8C48D\", \"price\": \"$51.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large\", \"asin\": \"B00LB811EE\", \"price\": \"$95.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n {\"title\": \"Men's Short Sleeve Paris Polo Shirt\", \"asin\": \"B071R3JHFL\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Retro Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B07V2JNK8M\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets\", \"asin\": \"B0CJJWR1P3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B0DFHGBN6B\", \"price\": \"$62.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BQZ7NWCF\", \"price\": \"$75.60\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Harbor Heavyweight Flannel Shirt\", \"asin\": \"B08P3XSQDS\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Long Sleeve Vintage Whale Pocket T-Shirt\", \"asin\": \"B093CM3WGM\", \"price\": \"$49.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Short Sleeved Ribbed Collar Shirt\", \"asin\": \"B000SEBML4\", \"price\": \"$49.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Tide Point Solid Short Sleeve Shirt, Button Down for Men\", \"asin\": \"B0BSYHR6HT\", \"price\": \"$61.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Ultimate365 Textured Polo Shirt\", \"asin\": \"B0C7KHDJPB\", \"price\": \"$49.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Regular Fit Cotton Oxford Shirt\", \"asin\": \"B0C117HQ4W\", \"price\": \"$101.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Heritage Western Shirt\", \"asin\": \"B0D8NY62F1\", \"price\": \"$48.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BG0\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit\", \"asin\": \"B07NFST97P\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DLX1NVW6\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Long Sleeve Button Down Oxford Shirt in Regular Fit\", \"asin\": \"B078YDH3HC\", \"price\": \"$53.37\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Dress Shirt Comfort Stretch French Cuff Regular Fit\", \"asin\": \"B0DMC5JG72\", \"price\": \"$53.70\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n {\"title\": \"Men's Ultimate365 Sport Collar Polo Shirt\", \"asin\": \"B0D64H55JG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:49.593Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-20T06:04:49.593Z	input	shirt for men	rule	2025-04-20T06:04:49.593Z	train	2,501	2025-04-20T06:04:49.593Z	input	shirt for men	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:43.802Z", "action": "click", "action_argument": "suggested_term"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "shirt" } ], "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": "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": "$7.59", "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": "Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)", "asin": "B0CPRDLC5D" }, { "title": "Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L", "asin": "B09KP22RBH" } ], "search_results": [ {"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT2NQ7F", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack", "asin": "B0DNVHCKNB", "price": "$109.99", "delivery": "FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28"}, {"title": "7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DSDQRYD4", "price": "$70.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt", "asin": "B0C31QV82L", "price": "$99.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "White Flag T-Shirt 6 Pack \u2013 Soft Fitted Crew Neck Tee for Men & Women \u2013 Premium Cotton Short Sleeve", "asin": "B0DW2HRTF3", "price": "$99.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "Dress Shirts Slim Fit Non Iron Solid", "asin": "B0058YUDGE", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0BJZB2RRV", "price": "$89.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\u2019s T- Cotton Poly", "asin": "B0BTZBJYYN", "price": "$76.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts", "asin": "B09MHS6C6Z", "price": "$63.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Wrinkle Resistant Long Sleeve Button Front Shirt", "asin": "B0BGP9NVNX", "price": "$47.01", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B08XTYT4DF", "price": "$54.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees", "asin": "B0DZ5GWYP1", "price": "$59.99", "delivery": "$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30"}, {"title": "Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)", "asin": "B0C321971H", "price": "$59.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts", "asin": "B09TK8VPL6", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos", "asin": "B0CS14F1RJ", "price": "$49.99", "delivery": "FREE delivery May 2 - 7 for Prime members"}, {"title": "Basic Crew T-Shirt Pack", "asin": "B09DFK91TX", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts", "asin": "B09ZKL6KJT", "price": "$52.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve", "asin": "B0CQS14WL4", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Long Sleeve Regular Fit Gingham Button Down Shirt", "asin": "B0BZZV43PC", "price": "$75.15", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Patriot Pack 3-Pack Men's T-Shirts", "asin": "B00TC84BSI", "price": "$49.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors", "asin": "B07MLDSCJM", "price": "$202.32", "delivery": "FREE delivery Thu, Apr 24"}, {"title": "4 Pack - Mens Short Sleeve Button Down Shirts \u2013 Wrinkle Free, Muscle Fit, Stylish Casual", "asin": "B0DBJ16QL5", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's The Zinna 2.0 Polo", "asin": "B0DG9PY7KH", "price": "$82.75", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Classic Fit Cotton Crew Undershirts, 3 Pack", "asin": "B0B47ZBD3T", "price": "$49.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt", "asin": "B0DRMK1B3P", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Slim Fit Stretch Crew Tee", "asin": "B0B47X7FBM", "price": "$49.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack", "asin": "B0B47SCW45", "price": "$47.02", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts", "asin": "B0BLBYTH6M", "price": "$54.39", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Daily Comfort Deep V-Neck M 2 Pieces", "asin": "B0BCVD5PBQ", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon."}, {"title": "Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack", "asin": "B0828N4KCP", "price": "$48.01", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWZYVP2", "price": "$47.70", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Workout Shirts for Men - Dry-Fit Gym Shirts Men \u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes", "asin": "B0CS2C722L", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Classic Fit Jersey Short Sleeve Tee", "asin": "B0CWPKN589", "price": "$55.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt", "asin": "B07KBPFH9L", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt", "asin": "B07S45H6NQ", "price": "$51.06", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens Dri-FIT Short Sleeve Polo Shirt", "asin": "B07GP5VB7G", "price": "$49.47", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Ultra Dry Raglan Sleeve Polo Sport Short", "asin": "B081BNRPPD", "price": "$57.46", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Solid Twill Classic Fit Shirt", "asin": "B005A119IG", "price": "$62.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors", "asin": "B0DK2F5VFW", "price": "$50.28", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Classic Fit Mesh Polo Shirt", "asin": "B07NF9PMZV", "price": "$106.23", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's PFG Bahama II Short Sleeve Shirt", "asin": "B0CLQLP9Y6", "price": "$38.40", "delivery": "FREE delivery Apr 27 - May 1 for Prime members"}, {"title": "Men's Force Relaxed Fit Lightweight Long Sleeve Shirt", "asin": "B09WZ4YTPY", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood", "asin": "B0C6WJW6LY", "price": "$50.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Solid Deck Shirt", "asin": "B07HR8C48D", "price": "$51.24", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large", "asin": "B00LB811EE", "price": "$95.99", "delivery": "FREE delivery Apr 24 - 27 for Prime members"}, {"title": "Men's Short Sleeve Paris Polo Shirt", "asin": "B071R3JHFL", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Retro Two Pocket Long Sleeve Snap Shirt", "asin": "B07V2JNK8M", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets", "asin": "B0CJJWR1P3", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down", "asin": "B0DFHGBN6B", "price": "$62.04", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Non-Iron Long Sleeve Button Down Sport Shirt", "asin": "B0BQZ7NWCF", "price": "$75.60", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Harbor Heavyweight Flannel Shirt", "asin": "B08P3XSQDS", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Long Sleeve Vintage Whale Pocket T-Shirt", "asin": "B093CM3WGM", "price": "$49.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Short Sleeved Ribbed Collar Shirt", "asin": "B000SEBML4", "price": "$49.69", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Tide Point Solid Short Sleeve Shirt, Button Down for Men", "asin": "B0BSYHR6HT", "price": "$61.88", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Ultimate365 Textured Polo Shirt", "asin": "B0C7KHDJPB", "price": "$49.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Regular Fit Cotton Oxford Shirt", "asin": "B0C117HQ4W", "price": "$101.20", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Heritage Western Shirt", "asin": "B0D8NY62F1", "price": "$48.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Patriot Pack 3-Pack Men's T-Shirts", "asin": "B00TC84BG0", "price": "$49.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit", "asin": "B07NFST97P", "price": "$59.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors", "asin": "B0DLX1NVW6", "price": "$59.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Long Sleeve Button Down Oxford Shirt in Regular Fit", "asin": "B078YDH3HC", "price": "$53.37", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dress Shirt Comfort Stretch French Cuff Regular Fit", "asin": "B0DMC5JG72", "price": "$53.70", "delivery": "FREE delivery Fri, Apr 25 for Prime members"}, {"title": "Men's Ultimate365 Sport Collar Polo Shirt", "asin": "B0D64H55JG", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-20T06:04:49.593Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>shirt for men</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>shirt for men</answer_argument>", "index": 2501, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"shirt\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Meebook E-Reader M7 \| 6.8' Eink Carta Screen \| 300PPI Smart Light \| Android 11 \| Ouad Core Processor \| Out Speaker \| Support Google Play Store \| 3GB+32GB Storage \| Micro-SD Slot \| Gray\", \"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\": \"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\": \"$7.59\", \"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 ],\n \"ads\": [\n {\n \"title\": \"Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)\",\n \"asin\": \"B0CPRDLC5D\"\n},\n {\n \"title\": \"Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L\",\n \"asin\": \"B09KP22RBH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack\", \"asin\": \"B0DNVHCKNB\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28\"},\n {\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDQRYD4\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt\", \"asin\": \"B0C31QV82L\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"White Flag T-Shirt 6 Pack \\u2013 Soft Fitted Crew Neck Tee for Men & Women \\u2013 Premium Cotton Short Sleeve\", \"asin\": \"B0DW2HRTF3\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZB2RRV\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0BTZBJYYN\", \"price\": \"$76.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHS6C6Z\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B0BGP9NVNX\", \"price\": \"$47.01\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTYT4DF\", \"price\": \"$54.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ5GWYP1\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30\"},\n {\"title\": \"Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C321971H\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts\", \"asin\": \"B09TK8VPL6\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos\", \"asin\": \"B0CS14F1RJ\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery May 2 - 7 for Prime members\"},\n {\"title\": \"Basic Crew T-Shirt Pack\", \"asin\": \"B09DFK91TX\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKL6KJT\", \"price\": \"$52.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve\", \"asin\": \"B0CQS14WL4\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZV43PC\", \"price\": \"$75.15\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BSI\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07MLDSCJM\", \"price\": \"$202.32\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n {\"title\": \"4 Pack - Mens Short Sleeve Button Down Shirts \\u2013 Wrinkle Free, Muscle Fit, Stylish Casual\", \"asin\": \"B0DBJ16QL5\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's The Zinna 2.0 Polo\", \"asin\": \"B0DG9PY7KH\", \"price\": \"$82.75\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47ZBD3T\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt\", \"asin\": \"B0DRMK1B3P\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Slim Fit Stretch Crew Tee\", \"asin\": \"B0B47X7FBM\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47SCW45\", \"price\": \"$47.02\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts\", \"asin\": \"B0BLBYTH6M\", \"price\": \"$54.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Daily Comfort Deep V-Neck M 2 Pieces\", \"asin\": \"B0BCVD5PBQ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n {\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828N4KCP\", \"price\": \"$48.01\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWZYVP2\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0CS2C722L\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Classic Fit Jersey Short Sleeve Tee\", \"asin\": \"B0CWPKN589\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt\", \"asin\": \"B07KBPFH9L\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B07S45H6NQ\", \"price\": \"$51.06\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Mens Dri-FIT Short Sleeve Polo Shirt\", \"asin\": \"B07GP5VB7G\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Ultra Dry Raglan Sleeve Polo Sport Short\", \"asin\": \"B081BNRPPD\", \"price\": \"$57.46\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Solid Twill Classic Fit Shirt\", \"asin\": \"B005A119IG\", \"price\": \"$62.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DK2F5VFW\", \"price\": \"$50.28\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Classic Fit Mesh Polo Shirt\", \"asin\": \"B07NF9PMZV\", \"price\": \"$106.23\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's PFG Bahama II Short Sleeve Shirt\", \"asin\": \"B0CLQLP9Y6\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 27 - May 1 for Prime members\"},\n {\"title\": \"Men's Force Relaxed Fit Lightweight Long Sleeve Shirt\", \"asin\": \"B09WZ4YTPY\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood\", \"asin\": \"B0C6WJW6LY\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HR8C48D\", \"price\": \"$51.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large\", \"asin\": \"B00LB811EE\", \"price\": \"$95.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n {\"title\": \"Men's Short Sleeve Paris Polo Shirt\", \"asin\": \"B071R3JHFL\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Retro Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B07V2JNK8M\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets\", \"asin\": \"B0CJJWR1P3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B0DFHGBN6B\", \"price\": \"$62.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BQZ7NWCF\", \"price\": \"$75.60\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Harbor Heavyweight Flannel Shirt\", \"asin\": \"B08P3XSQDS\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Long Sleeve Vintage Whale Pocket T-Shirt\", \"asin\": \"B093CM3WGM\", \"price\": \"$49.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Short Sleeved Ribbed Collar Shirt\", \"asin\": \"B000SEBML4\", \"price\": \"$49.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Tide Point Solid Short Sleeve Shirt, Button Down for Men\", \"asin\": \"B0BSYHR6HT\", \"price\": \"$61.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Ultimate365 Textured Polo Shirt\", \"asin\": \"B0C7KHDJPB\", \"price\": \"$49.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Regular Fit Cotton Oxford Shirt\", \"asin\": \"B0C117HQ4W\", \"price\": \"$101.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Heritage Western Shirt\", \"asin\": \"B0D8NY62F1\", \"price\": \"$48.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BG0\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit\", \"asin\": \"B07NFST97P\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DLX1NVW6\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Long Sleeve Button Down Oxford Shirt in Regular Fit\", \"asin\": \"B078YDH3HC\", \"price\": \"$53.37\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Dress Shirt Comfort Stretch French Cuff Regular Fit\", \"asin\": \"B0DMC5JG72\", \"price\": \"$53.70\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n {\"title\": \"Men's Ultimate365 Sport Collar Polo Shirt\", \"asin\": \"B0D64H55JG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:49.593Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T06:04:49.593Z\", \"action\": \"input\", \"action_argument\": \"shirt for men\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"shirt\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Meebook E-Reader M7 \| 6.8' Eink Carta Screen \| 300PPI Smart Light \| Android 11 \| Ouad Core Processor \| Out Speaker \| Support Google Play Store \| 3GB+32GB Storage \| Micro-SD Slot \| Gray\", \"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\": \"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\": \"$7.59\", \"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 ],\n \"ads\": [\n {\n \"title\": \"Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)\",\n \"asin\": \"B0CPRDLC5D\"\n},\n {\n \"title\": \"Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L\",\n \"asin\": \"B09KP22RBH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack\", \"asin\": \"B0DNVHCKNB\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28\"},\n {\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDQRYD4\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt\", \"asin\": \"B0C31QV82L\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"White Flag T-Shirt 6 Pack \\u2013 Soft Fitted Crew Neck Tee for Men & Women \\u2013 Premium Cotton Short Sleeve\", \"asin\": \"B0DW2HRTF3\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZB2RRV\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0BTZBJYYN\", \"price\": \"$76.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHS6C6Z\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B0BGP9NVNX\", \"price\": \"$47.01\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTYT4DF\", \"price\": \"$54.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ5GWYP1\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30\"},\n {\"title\": \"Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C321971H\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts\", \"asin\": \"B09TK8VPL6\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos\", \"asin\": \"B0CS14F1RJ\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery May 2 - 7 for Prime members\"},\n {\"title\": \"Basic Crew T-Shirt Pack\", \"asin\": \"B09DFK91TX\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKL6KJT\", \"price\": \"$52.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve\", \"asin\": \"B0CQS14WL4\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZV43PC\", \"price\": \"$75.15\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BSI\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07MLDSCJM\", \"price\": \"$202.32\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n {\"title\": \"4 Pack - Mens Short Sleeve Button Down Shirts \\u2013 Wrinkle Free, Muscle Fit, Stylish Casual\", \"asin\": \"B0DBJ16QL5\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's The Zinna 2.0 Polo\", \"asin\": \"B0DG9PY7KH\", \"price\": \"$82.75\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47ZBD3T\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt\", \"asin\": \"B0DRMK1B3P\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Slim Fit Stretch Crew Tee\", \"asin\": \"B0B47X7FBM\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47SCW45\", \"price\": \"$47.02\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts\", \"asin\": \"B0BLBYTH6M\", \"price\": \"$54.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Daily Comfort Deep V-Neck M 2 Pieces\", \"asin\": \"B0BCVD5PBQ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n {\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828N4KCP\", \"price\": \"$48.01\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWZYVP2\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0CS2C722L\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Classic Fit Jersey Short Sleeve Tee\", \"asin\": \"B0CWPKN589\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt\", \"asin\": \"B07KBPFH9L\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B07S45H6NQ\", \"price\": \"$51.06\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Mens Dri-FIT Short Sleeve Polo Shirt\", \"asin\": \"B07GP5VB7G\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Ultra Dry Raglan Sleeve Polo Sport Short\", \"asin\": \"B081BNRPPD\", \"price\": \"$57.46\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Solid Twill Classic Fit Shirt\", \"asin\": \"B005A119IG\", \"price\": \"$62.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DK2F5VFW\", \"price\": \"$50.28\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Classic Fit Mesh Polo Shirt\", \"asin\": \"B07NF9PMZV\", \"price\": \"$106.23\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's PFG Bahama II Short Sleeve Shirt\", \"asin\": \"B0CLQLP9Y6\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 27 - May 1 for Prime members\"},\n {\"title\": \"Men's Force Relaxed Fit Lightweight Long Sleeve Shirt\", \"asin\": \"B09WZ4YTPY\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood\", \"asin\": \"B0C6WJW6LY\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HR8C48D\", \"price\": \"$51.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large\", \"asin\": \"B00LB811EE\", \"price\": \"$95.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n {\"title\": \"Men's Short Sleeve Paris Polo Shirt\", \"asin\": \"B071R3JHFL\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Retro Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B07V2JNK8M\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets\", \"asin\": \"B0CJJWR1P3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B0DFHGBN6B\", \"price\": \"$62.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BQZ7NWCF\", \"price\": \"$75.60\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Harbor Heavyweight Flannel Shirt\", \"asin\": \"B08P3XSQDS\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Long Sleeve Vintage Whale Pocket T-Shirt\", \"asin\": \"B093CM3WGM\", \"price\": \"$49.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Short Sleeved Ribbed Collar Shirt\", \"asin\": \"B000SEBML4\", \"price\": \"$49.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Tide Point Solid Short Sleeve Shirt, Button Down for Men\", \"asin\": \"B0BSYHR6HT\", \"price\": \"$61.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Ultimate365 Textured Polo Shirt\", \"asin\": \"B0C7KHDJPB\", \"price\": \"$49.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Regular Fit Cotton Oxford Shirt\", \"asin\": \"B0C117HQ4W\", \"price\": \"$101.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Heritage Western Shirt\", \"asin\": \"B0D8NY62F1\", \"price\": \"$48.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BG0\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit\", \"asin\": \"B07NFST97P\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DLX1NVW6\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Long Sleeve Button Down Oxford Shirt in Regular Fit\", \"asin\": \"B078YDH3HC\", \"price\": \"$53.37\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Dress Shirt Comfort Stretch French Cuff Regular Fit\", \"asin\": \"B0DMC5JG72\", \"price\": \"$53.70\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n {\"title\": \"Men's Ultimate365 Sport Collar Polo Shirt\", \"asin\": \"B0D64H55JG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:55.425Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-20T06:04:55.425Z	input	shirt	rule	2025-04-20T06:04:55.425Z	train	2,502	2025-04-20T06:04:55.425Z	input	shirt	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:43.802Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T06:04:49.593Z", "action": "input", "action_argument": "shirt for men"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "shirt" } ], "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": "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": "$7.59", "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": "Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)", "asin": "B0CPRDLC5D" }, { "title": "Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L", "asin": "B09KP22RBH" } ], "search_results": [ {"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT2NQ7F", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack", "asin": "B0DNVHCKNB", "price": "$109.99", "delivery": "FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28"}, {"title": "7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DSDQRYD4", "price": "$70.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt", "asin": "B0C31QV82L", "price": "$99.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "White Flag T-Shirt 6 Pack \u2013 Soft Fitted Crew Neck Tee for Men & Women \u2013 Premium Cotton Short Sleeve", "asin": "B0DW2HRTF3", "price": "$99.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "Dress Shirts Slim Fit Non Iron Solid", "asin": "B0058YUDGE", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0BJZB2RRV", "price": "$89.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\u2019s T- Cotton Poly", "asin": "B0BTZBJYYN", "price": "$76.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts", "asin": "B09MHS6C6Z", "price": "$63.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Wrinkle Resistant Long Sleeve Button Front Shirt", "asin": "B0BGP9NVNX", "price": "$47.01", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B08XTYT4DF", "price": "$54.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees", "asin": "B0DZ5GWYP1", "price": "$59.99", "delivery": "$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30"}, {"title": "Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)", "asin": "B0C321971H", "price": "$59.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts", "asin": "B09TK8VPL6", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos", "asin": "B0CS14F1RJ", "price": "$49.99", "delivery": "FREE delivery May 2 - 7 for Prime members"}, {"title": "Basic Crew T-Shirt Pack", "asin": "B09DFK91TX", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts", "asin": "B09ZKL6KJT", "price": "$52.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve", "asin": "B0CQS14WL4", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Long Sleeve Regular Fit Gingham Button Down Shirt", "asin": "B0BZZV43PC", "price": "$75.15", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Patriot Pack 3-Pack Men's T-Shirts", "asin": "B00TC84BSI", "price": "$49.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors", "asin": "B07MLDSCJM", "price": "$202.32", "delivery": "FREE delivery Thu, Apr 24"}, {"title": "4 Pack - Mens Short Sleeve Button Down Shirts \u2013 Wrinkle Free, Muscle Fit, Stylish Casual", "asin": "B0DBJ16QL5", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's The Zinna 2.0 Polo", "asin": "B0DG9PY7KH", "price": "$82.75", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Classic Fit Cotton Crew Undershirts, 3 Pack", "asin": "B0B47ZBD3T", "price": "$49.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt", "asin": "B0DRMK1B3P", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Slim Fit Stretch Crew Tee", "asin": "B0B47X7FBM", "price": "$49.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack", "asin": "B0B47SCW45", "price": "$47.02", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts", "asin": "B0BLBYTH6M", "price": "$54.39", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Daily Comfort Deep V-Neck M 2 Pieces", "asin": "B0BCVD5PBQ", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon."}, {"title": "Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack", "asin": "B0828N4KCP", "price": "$48.01", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWZYVP2", "price": "$47.70", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Workout Shirts for Men - Dry-Fit Gym Shirts Men \u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes", "asin": "B0CS2C722L", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Classic Fit Jersey Short Sleeve Tee", "asin": "B0CWPKN589", "price": "$55.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt", "asin": "B07KBPFH9L", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt", "asin": "B07S45H6NQ", "price": "$51.06", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens Dri-FIT Short Sleeve Polo Shirt", "asin": "B07GP5VB7G", "price": "$49.47", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Ultra Dry Raglan Sleeve Polo Sport Short", "asin": "B081BNRPPD", "price": "$57.46", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Solid Twill Classic Fit Shirt", "asin": "B005A119IG", "price": "$62.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors", "asin": "B0DK2F5VFW", "price": "$50.28", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Classic Fit Mesh Polo Shirt", "asin": "B07NF9PMZV", "price": "$106.23", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's PFG Bahama II Short Sleeve Shirt", "asin": "B0CLQLP9Y6", "price": "$38.40", "delivery": "FREE delivery Apr 27 - May 1 for Prime members"}, {"title": "Men's Force Relaxed Fit Lightweight Long Sleeve Shirt", "asin": "B09WZ4YTPY", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood", "asin": "B0C6WJW6LY", "price": "$50.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Solid Deck Shirt", "asin": "B07HR8C48D", "price": "$51.24", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large", "asin": "B00LB811EE", "price": "$95.99", "delivery": "FREE delivery Apr 24 - 27 for Prime members"}, {"title": "Men's Short Sleeve Paris Polo Shirt", "asin": "B071R3JHFL", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Retro Two Pocket Long Sleeve Snap Shirt", "asin": "B07V2JNK8M", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets", "asin": "B0CJJWR1P3", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down", "asin": "B0DFHGBN6B", "price": "$62.04", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Non-Iron Long Sleeve Button Down Sport Shirt", "asin": "B0BQZ7NWCF", "price": "$75.60", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Harbor Heavyweight Flannel Shirt", "asin": "B08P3XSQDS", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Long Sleeve Vintage Whale Pocket T-Shirt", "asin": "B093CM3WGM", "price": "$49.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Short Sleeved Ribbed Collar Shirt", "asin": "B000SEBML4", "price": "$49.69", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Tide Point Solid Short Sleeve Shirt, Button Down for Men", "asin": "B0BSYHR6HT", "price": "$61.88", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Ultimate365 Textured Polo Shirt", "asin": "B0C7KHDJPB", "price": "$49.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Regular Fit Cotton Oxford Shirt", "asin": "B0C117HQ4W", "price": "$101.20", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Heritage Western Shirt", "asin": "B0D8NY62F1", "price": "$48.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Patriot Pack 3-Pack Men's T-Shirts", "asin": "B00TC84BG0", "price": "$49.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit", "asin": "B07NFST97P", "price": "$59.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors", "asin": "B0DLX1NVW6", "price": "$59.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Long Sleeve Button Down Oxford Shirt in Regular Fit", "asin": "B078YDH3HC", "price": "$53.37", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dress Shirt Comfort Stretch French Cuff Regular Fit", "asin": "B0DMC5JG72", "price": "$53.70", "delivery": "FREE delivery Fri, Apr 25 for Prime members"}, {"title": "Men's Ultimate365 Sport Collar Polo Shirt", "asin": "B0D64H55JG", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-20T06:04:55.425Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>shirt</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>shirt</answer_argument>", "index": 2502, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T06:04:49.593Z\", \"action\": \"input\", \"action_argument\": \"shirt for men\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"shirt\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Meebook E-Reader M7 \| 6.8' Eink Carta Screen \| 300PPI Smart Light \| Android 11 \| Ouad Core Processor \| Out Speaker \| Support Google Play Store \| 3GB+32GB Storage \| Micro-SD Slot \| Gray\", \"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\": \"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\": \"$7.59\", \"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 ],\n \"ads\": [\n {\n \"title\": \"Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)\",\n \"asin\": \"B0CPRDLC5D\"\n},\n {\n \"title\": \"Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L\",\n \"asin\": \"B09KP22RBH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack\", \"asin\": \"B0DNVHCKNB\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28\"},\n {\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDQRYD4\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt\", \"asin\": \"B0C31QV82L\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"White Flag T-Shirt 6 Pack \\u2013 Soft Fitted Crew Neck Tee for Men & Women \\u2013 Premium Cotton Short Sleeve\", \"asin\": \"B0DW2HRTF3\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZB2RRV\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0BTZBJYYN\", \"price\": \"$76.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHS6C6Z\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B0BGP9NVNX\", \"price\": \"$47.01\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTYT4DF\", \"price\": \"$54.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ5GWYP1\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30\"},\n {\"title\": \"Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C321971H\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n {\"title\": \"4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts\", \"asin\": \"B09TK8VPL6\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos\", \"asin\": \"B0CS14F1RJ\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery May 2 - 7 for Prime members\"},\n {\"title\": \"Basic Crew T-Shirt Pack\", \"asin\": \"B09DFK91TX\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKL6KJT\", \"price\": \"$52.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve\", \"asin\": \"B0CQS14WL4\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZV43PC\", \"price\": \"$75.15\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BSI\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07MLDSCJM\", \"price\": \"$202.32\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n {\"title\": \"4 Pack - Mens Short Sleeve Button Down Shirts \\u2013 Wrinkle Free, Muscle Fit, Stylish Casual\", \"asin\": \"B0DBJ16QL5\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's The Zinna 2.0 Polo\", \"asin\": \"B0DG9PY7KH\", \"price\": \"$82.75\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47ZBD3T\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt\", \"asin\": \"B0DRMK1B3P\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Slim Fit Stretch Crew Tee\", \"asin\": \"B0B47X7FBM\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47SCW45\", \"price\": \"$47.02\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts\", \"asin\": \"B0BLBYTH6M\", \"price\": \"$54.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Daily Comfort Deep V-Neck M 2 Pieces\", \"asin\": \"B0BCVD5PBQ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n {\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828N4KCP\", \"price\": \"$48.01\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWZYVP2\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0CS2C722L\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Classic Fit Jersey Short Sleeve Tee\", \"asin\": \"B0CWPKN589\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt\", \"asin\": \"B07KBPFH9L\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B07S45H6NQ\", \"price\": \"$51.06\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Mens Dri-FIT Short Sleeve Polo Shirt\", \"asin\": \"B07GP5VB7G\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Ultra Dry Raglan Sleeve Polo Sport Short\", \"asin\": \"B081BNRPPD\", \"price\": \"$57.46\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Solid Twill Classic Fit Shirt\", \"asin\": \"B005A119IG\", \"price\": \"$62.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DK2F5VFW\", \"price\": \"$50.28\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Classic Fit Mesh Polo Shirt\", \"asin\": \"B07NF9PMZV\", \"price\": \"$106.23\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n {\"title\": \"Men's PFG Bahama II Short Sleeve Shirt\", \"asin\": \"B0CLQLP9Y6\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 27 - May 1 for Prime members\"},\n {\"title\": \"Men's Force Relaxed Fit Lightweight Long Sleeve Shirt\", \"asin\": \"B09WZ4YTPY\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood\", \"asin\": \"B0C6WJW6LY\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HR8C48D\", \"price\": \"$51.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large\", \"asin\": \"B00LB811EE\", \"price\": \"$95.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n {\"title\": \"Men's Short Sleeve Paris Polo Shirt\", \"asin\": \"B071R3JHFL\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Retro Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B07V2JNK8M\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets\", \"asin\": \"B0CJJWR1P3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B0DFHGBN6B\", \"price\": \"$62.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BQZ7NWCF\", \"price\": \"$75.60\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Harbor Heavyweight Flannel Shirt\", \"asin\": \"B08P3XSQDS\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Long Sleeve Vintage Whale Pocket T-Shirt\", \"asin\": \"B093CM3WGM\", \"price\": \"$49.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Short Sleeved Ribbed Collar Shirt\", \"asin\": \"B000SEBML4\", \"price\": \"$49.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Tide Point Solid Short Sleeve Shirt, Button Down for Men\", \"asin\": \"B0BSYHR6HT\", \"price\": \"$61.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Ultimate365 Textured Polo Shirt\", \"asin\": \"B0C7KHDJPB\", \"price\": \"$49.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Regular Fit Cotton Oxford Shirt\", \"asin\": \"B0C117HQ4W\", \"price\": \"$101.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Heritage Western Shirt\", \"asin\": \"B0D8NY62F1\", \"price\": \"$48.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BG0\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit\", \"asin\": \"B07NFST97P\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DLX1NVW6\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n {\"title\": \"Men's Long Sleeve Button Down Oxford Shirt in Regular Fit\", \"asin\": \"B078YDH3HC\", \"price\": \"$53.37\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Men's Dress Shirt Comfort Stretch French Cuff Regular Fit\", \"asin\": \"B0DMC5JG72\", \"price\": \"$53.70\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n {\"title\": \"Men's Ultimate365 Sport Collar Polo Shirt\", \"asin\": \"B0D64H55JG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:55.425Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:56:41.886Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-07T14:56:41.886Z	click	nav_bar	rule	2025-05-07T14:56:41.886Z	train	2,503	2025-05-07T14:56:41.886Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-07T14:56:41.886Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2503, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:56:41.886Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-07T14:56:41.886Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"30\\u5305\\u59dc\\u8349\\u672c\\u8db3\\u6d74\\u6c34\\u7597 - 900g\\u5929\\u7136\\u690d\\u7269\\u6df7\\u5408\\u7269\\u4e0e\\u827e\\u8349\\u548c\\u85cf\\u7ea2\\u82b1\\uff0c\\u5bb6\\u5ead\\u5065\\u5eb7\\u7a0b\\u5e8f\\u7684\\u653e\\u677e\\u9999\\u85b0\\u6d74\\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"29.90 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"HHKB - Happy Hacking \\u952e\\u76d8\\u4e13\\u4e1a\\u7ecf\\u5178\\uff08\\u6709\\u7ebf\\u3001USB-C\\u3001Mac\\u3001Windows\\u3001\\u767d\\u8272\\u3001\\u6253\\u5370\\uff09\\u63d0\\u4f9b 2 \\u5e74\\u63d0\\u524d\\u66f4\\u6362\\u4fdd\\u4fee\", \"asin\": \"B083MW6QVX\", \"price\": \"241.00 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"10\\u5305\\u8f6f\\u5c0f\\u9762\\u5dfe\\u7eb8\\uff0c\\u4e00\\u6b21\\u6027\\u9762\\u5dfe\\u7eb8\\uff0c\\u6728\\u6d46\\u7ea4\\u7ef4\\u6750\\u6599\\u975e\\u68c9\\uff0c\\u9762\\u5dfe\\uff0c\\u767d\\u8272\\u9762\\u5dfe\\u7eb8\\uff0c4\\u5c42\\uff0c10\\u5305\\uff0c\\u6bcf\\u5305280\\u5f20\\uff0c\\u51712800\\u5f20\", \"asin\": \"B0BJV57QW7\", \"price\": \"19.97 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"AQUAFIT\\u534a\\u52a0\\u4ed1\\u6c34\\u74f6\\u5e26\\u65f6\\u95f4\\u6807\\u8bb0 - \\u5438\\u7ba1\\u548c\\u676f\\u76d6 - \\u6fc0\\u52b164\\u76ce\\u53f8BPA\\u514d\\u8d39B\\u6e10\\u53d8\\u6c34\\u58f6\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"24.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"TIPRE \\u667a\\u80fd\\u4f53\\u91cd\\u79e4 8 \\u7535\\u6781\\u6570\\u5b57\\u4f53\\u91cd\\u79e4 \\u4f53\\u8102\\u6d74\\u5ba4\\u79e4\\uff0c\\u5e26 BMI \\u5168\\u8eab\\u6210\\u5206\\u5206\\u6790\\uff0c\\u5e26\\u84dd\\u7259\\u5065\\u5eb7\\u76d1\\u6d4b\\u5668\\u51cf\\u80a5\\uff0c400 \\u78c5\", \"asin\": \"B0CYBPMHPX\", \"price\": \"69.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"\\u51e1\\u58eb\\u6797\\u6df1\\u5c42\\u62a4\\u7406\\u65e0\\u9999\\u9ad8\\u7ea7\\u4fee\\u590d\\u8eab\\u4f53\\u5316\\u5986\\u6c34 - \\u8d85\\u4fdd\\u6e7f\\u8102\\u8d28\\uff0c\\u9002\\u7528\\u4e8e\\u6781\\u5ea6\\u5e72\\u71e5\\u7684\\u76ae\\u80a4\\uff0c20.3\\u76ce\\u53f8\\uff0c3\\u5305\\u3002\", \"asin\": \"B01HTJTV40\", \"price\": \"20.94 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"Kiehl's\\u8d85\\u7ea7\\u9762\\u971c\\uff0c\\u542b\\u67094.5%\\u7684\\u89d2\\u9ca8\\u70f7\\uff0c\\u4ee5\\u589e\\u5f3a\\u76ae\\u80a4\\u7684\\u6c34\\u5206\\u5c4f\\u969c\\uff0c\\u4f7f\\u76ae\\u80a4\\u611f\\u89c9\\u66f4\\u67d4\\u8f6f\\u3001\\u66f4\\u5149\\u6ed1\\uff0c\\u6301\\u4e45\\u4fdd\\u6e7f\\uff0c\\u6613\\u4e8e\\u5feb\\u901f\\u5438\\u6536\\uff0c\\u9002\\u5408\\u6240\\u6709\\u80a4\\u8d28 - 1.7\\u6db2\\u4f53\\u76ce\\u53f8\", \"asin\": \"B004JVSGWU\", \"price\": \"29.25 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"NEST New York\\u82a6\\u82c7\\u9999\\u85b0\\u5668\\uff0c\\u91ce\\u751f\\u8584\\u8377\\u548c\\u6849\\u6811 - 5.9\\u6db2\\u4f53\\u76ce\\u53f8 - \\u9999\\u5473\\u957f\\u8fbe90\\u5929 - \\u53ef\\u91cd\\u590d\\u4f7f\\u7528\\uff0c\\u53ef\\u518d\\u586b\\u5145\\u7684\\u73bb\\u7483\\u67b6 - \\u5305\\u62ec8\\u6839\\u5168\\u5929\\u7136\\u82a6\\u82c7\\u68d2 - \\u65e0\\u706b\", \"asin\": \"B08VCF6QZ1\", \"price\": \"62.00 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n {\"title\": \"\\u4e50\\u4e8b\\u85af\\u7247\\uff0c\\u7ecf\\u5178\\uff0c1 \\u76ce\\u53f8\\uff0840 \\u5305\\uff09\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n {\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n {\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$52.50\", \"quantity\": \"1\"},\n {\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n {\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n {\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n {\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$99.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09QRM3TBK\"\n},\n {\n \"title\": \"YESIIW \\u7537\\u58eb\\u8d85\\u8584\\u94b1\\u5305 - \\u5f39\\u51fa\\u5f0f\\u5361\\u5939 \\u5e26 RFID \\u4fdd\\u62a4\\u7684\\u7537\\u58eb\\u94b1\\u5305 \\u6781\\u7b80\\u91d1\\u5c5e\\u94b1\\u5305 Billeteras de Hombres \\u7537\\u58eb\\u793c\\u7269 \\u7238\\u7238 \\u4e08\\u592b \\u7537\\u670b\\u53cb \\u9ed1\\u8272\"\n},\n {\n \"price\": \"$15.89\"\n},\n {\n \"bullet_list\": \"\\u4fbf\\u6377\\u7684\\u5361\\u5939 - \\u57fa\\u4e8e 10000 \\u4efd\\u95ee\\u5377\\uff0c365 \\u6b21\\u4eba\\u4f53\\u751f\\u7269\\u529b\\u5b66\\u6d4b\\u8bd5\\uff0c245 \\u6b21\\u89c6\\u89c9\\u6548\\u679c\\u4f18\\u5316\\uff0c100 \\u5927\\u4ea7\\u54c1\\u7814\\u53d1\\u548c\\u6539\\u8fdb\\u3002\\u6211\\u4eec\\u7684\\u5f39\\u51fa\\u5f0f\\u8bbe\\u8ba1\\u5e26\\u6765\\u4e86\\u65e0\\u4e0e\\u4f26\\u6bd4\\u7684\\u8f7b\\u677e\\u3002\\u901a\\u8fc7\\u4e00\\u4e2a\\u7b80\\u5355\\u7684\\u5f39\\u51fa\\u6309\\u94ae\\uff0c\\u8f7b\\u677e\\u8bbf\\u95ee\\u60a8\\u7684\\u94f6\\u884c\\u5361\\uff0c\\u4ece\\u800c\\u8282\\u7701\\u60a8\\u7684\\u65f6\\u95f4\\u548c\\u632b\\u8d25\\u611f\\u3002\\u544a\\u522b\\u6478\\u7d22\\uff0c\\u8fce\\u63a5\\u987a\\u7545\\u3001\\u65e0\\u7f1d\\u7684\\u4ea4\\u6613\\u3002 RFID\\u548cNFC\\u5c01\\u9501\\u94b1\\u5305 - \\u60a8\\u7684\\u5b89\\u5fc3\\u662f\\u6211\\u4eec\\u7684\\u9996\\u8981\\u4efb\\u52a1\\u3002\\u6211\\u4eec\\u7684\\u7537\\u58eb rfid \\u94b1\\u5305\\u91c7\\u7528\\u4f18\\u8d28\\u6750\\u6599\\u548c\\u52a0\\u56fa\\u7f1d\\u7ebf\\u5236\\u6210\\uff0c\\u786e\\u4fdd\\u8010\\u7528\\u6027\\u548c\\u4f7f\\u7528\\u5bff\\u547d\\u3002\\u60a8\\u7684\\u8d35\\u91cd\\u5361\\u548c\\u73b0\\u91d1\\u59a5\\u5584\\u4fdd\\u7ba1\\uff0c\\u514d\\u53d7\\u6f5c\\u5728\\u4e8b\\u6545\\u7684\\u5f71\\u54cd\\u3002 Slim & Trendy \\u94b1\\u5305 - \\u98ce\\u683c\\u5f88\\u91cd\\u8981\\uff0c\\u6211\\u4eec\\u5df2\\u7ecf\\u4e3a\\u60a8\\u51c6\\u5907\\u597d\\u4e86\\u3002\\u6211\\u4eec\\u7684\\u7537\\u58eb\\u94b1\\u5305\\u7ea4\\u8584\\u65f6\\u5c1a\\uff0c\\u53ef\\u5b8c\\u7f8e\\u653e\\u5165\\u4efb\\u4f55\\u53e3\\u888b\\u3002\\u544a\\u522b\\u7b28\\u91cd\\u7684\\u53e3\\u888b\\uff0c\\u62e5\\u62b1\\u611f\\u89c9\\u50cf\\u68a6\\u4e00\\u6837\\u7684\\u65f6\\u5c1a\\u914d\\u9970\\u3002\\u73b0\\u4ee3\\u7f8e\\u5b66\\u4f7f\\u6211\\u4eec\\u7684\\u5c0f\\u53f7\\u94b1\\u5305\\u6210\\u4e3a\\u60a8\\u98ce\\u683c\\u7684\\u5b8c\\u7f8e\\u8865\\u5145\\uff0c\\u4e3a\\u60a8\\u7684\\u65e5\\u5e38\\u643a\\u5e26\\u589e\\u6dfb\\u4e00\\u4e1d\\u7cbe\\u81f4\\u611f\\u3002 \\u7406\\u60f3\\u7684\\u8584\\u94b1\\u5305 - 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\\u9700\\u8981\\u66f4\\u6362\\uff1f\\u6ca1\\u5173\\u7cfb\\u3002\\u575a\\u56fa\\u7684\\u5185\\u90e8\\u673a\\u6784\\u548c\\u4f18\\u8d28\\u6750\\u6599\\u8ba9\\u60a8\\u7684\\u94b1\\u5305\\u7ecf\\u4e45\\u8010\\u7528\\u3002\\u5982\\u679c\\u60a8\\u6709\\u4efb\\u4f55\\u7591\\u95ee\\u6216\\u9700\\u8981\\u4efb\\u4f55\\u5e2e\\u52a9\\uff0c\\u8bf7\\u4e0e\\u6211\\u4eec\\u8054\\u7cfb\\u3002\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"颜色：\": \"B01-\\u9ed1\\u8272\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Gunmetal Titanium)\", \"asin\": \"B0CGGKWD8L\", \"price\": \"39.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"Air Wallet, Minimalist Wallet with Built in Airtag Chip, RFID Blocking Credit Card Holder, Slim Wallet For Men, Compatible with Apple Find My iOS Only, Detachable Money Clip (Army green)\", \"asin\": \"B0D1K7P2C5\", \"price\": \"19.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"VULKIT Pop Up Wallet, Slim Minimalist Credit Card Holder For Men and Women RFID Blocking Mini Metal Case\", \"asin\": \"B07T7MX3M5\", \"price\": \"14.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"SEMORID Slim Aluminum Card Holder Wallet for Men, Durable Expandable Backplate, RFID Blocking Minimalist Metal Pop Up Wallet, Holds 12+ Cards Plus Cash (Black)\", \"asin\": \"B0D8PS9MQ2\", \"price\": \"12.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"26.97 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"12.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)\", \"asin\": \"B0D2GRYLL8\", \"price\": \"36.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"26.97 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Army Green)\", \"asin\": \"B09XQLH2BR\", \"price\": \"39.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)\", \"asin\": \"B0D2GRYLL8\", \"price\": \"36.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"36.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories\", \"asin\": \"B0DTFY8PJT\", \"price\": \"16.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)\", \"asin\": \"B0D5R93Z4Y\", \"price\": \"35.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"12.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"Mountain Voyage Co Minimalist Cash Strap Wallet - Slim RFID Blocking Wallet for Men & Women - Scratch Resistant, Credit Card Holder, Easily Removable Money & Cards, Aluminium Wallet (Tumbled Titanium)\", \"asin\": \"B0CJMM4NJQ\", \"price\": \"39.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"12.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"GSOIAX Slim Leather RFID Bifold Wallet for Men Minimalist Front Pocket Wallet with Money Clip,12 Card Slots,ID Window,Cool Groove Design,Includes Gift Box(Carbon blue)\", \"asin\": \"B0BNMD4K12\", \"price\": \"14.88 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)\", \"asin\": \"B0D5R93Z4Y\", \"price\": \"35.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"26.97 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"36.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"Smart Card Wallet for Men Slim: Minimalist Wallet For Men - RFID Blocking Pop Up Front Pocket Wallet, Metal Wallet 11 Card Holder\", \"asin\": \"B0D9YS69TN\", \"price\": \"9.98 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Matte Orange)\", \"asin\": \"B0C3DZGRQ7\", \"price\": \"39.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories\", \"asin\": \"B0DTFY8PJT\", \"price\": \"16.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"VULKIT Card Holder with Money Pocket Pop Up Wallet RFID Blocking Slim Metal Bank Card Case Holds 5 Cards and Notes(Black)\", \"asin\": \"B089LHWNPR\", \"price\": \"14.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"RUNBOX Slim Wallets for Men - Leather Money Clip Mens Wallet - RFID Blocking Front Pocket Bifold Wallet - Thin Credit Card Holder with Gift Box\", \"asin\": \"B09M3Y8QZY\", \"price\": \"10.98 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"26.97 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"36.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"12.99 \\u7f8e\\u5143\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:59:11.112Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-07T14:59:11.112Z	click	review	rule	2025-05-07T14:59:11.112Z	train	2,504	2025-05-07T14:59:11.112Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-07T14:56:41.886Z", "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. 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Leather Money Clip Mens Wallet - RFID Blocking Front Pocket Bifold Wallet - Thin Credit Card Holder with Gift Box", "asin": "B09M3Y8QZY", "price": "10.98 \u7f8e\u5143", "quantity": ""}, {"title": "Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)", "asin": "B091JH8P34", "price": "26.97 \u7f8e\u5143", "quantity": ""}, {"title": "umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet", "asin": "B0BQMCXQSP", "price": "36.99 \u7f8e\u5143", "quantity": ""}, {"title": "AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)", "asin": "B0BYPCTQVW", "price": "12.99 \u7f8e\u5143", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-07T14:59:11.112Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2504, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-07T14:56:41.886Z\", \"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. 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Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"26.97 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"12.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)\", \"asin\": \"B0D2GRYLL8\", \"price\": \"36.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"26.97 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Army Green)\", \"asin\": \"B09XQLH2BR\", \"price\": \"39.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)\", \"asin\": \"B0D2GRYLL8\", \"price\": \"36.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"36.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories\", \"asin\": \"B0DTFY8PJT\", \"price\": \"16.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)\", \"asin\": \"B0D5R93Z4Y\", \"price\": \"35.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"12.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"Mountain Voyage Co Minimalist Cash Strap Wallet - Slim RFID Blocking Wallet for Men & Women - Scratch Resistant, Credit Card Holder, Easily Removable Money & Cards, Aluminium Wallet (Tumbled Titanium)\", \"asin\": \"B0CJMM4NJQ\", \"price\": \"39.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"12.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"GSOIAX Slim Leather RFID Bifold Wallet for Men Minimalist Front Pocket Wallet with Money Clip,12 Card Slots,ID Window,Cool Groove Design,Includes Gift Box(Carbon blue)\", \"asin\": \"B0BNMD4K12\", \"price\": \"14.88 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)\", \"asin\": \"B0D5R93Z4Y\", \"price\": \"35.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"26.97 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"36.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"Smart Card Wallet for Men Slim: Minimalist Wallet For Men - RFID Blocking Pop Up Front Pocket Wallet, Metal Wallet 11 Card Holder\", \"asin\": \"B0D9YS69TN\", \"price\": \"9.98 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Matte Orange)\", \"asin\": \"B0C3DZGRQ7\", \"price\": \"39.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories\", \"asin\": \"B0DTFY8PJT\", \"price\": \"16.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"VULKIT Card Holder with Money Pocket Pop Up Wallet RFID Blocking Slim Metal Bank Card Case Holds 5 Cards and Notes(Black)\", \"asin\": \"B089LHWNPR\", \"price\": \"14.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"RUNBOX Slim Wallets for Men - Leather Money Clip Mens Wallet - RFID Blocking Front Pocket Bifold Wallet - Thin Credit Card Holder with Gift Box\", \"asin\": \"B09M3Y8QZY\", \"price\": \"10.98 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"26.97 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"36.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n {\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"12.99 \\u7f8e\\u5143\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:59:11.112Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-07T14:56:41.886Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T14:59:11.112Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n {\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$241.00\", \"quantity\": \"1\"},\n {\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n {\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - Motivational 64 oz BPA Free B Ombre Jug\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n {\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$69.99\", \"quantity\": \"1\"},\n {\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n {\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$29.25\", \"quantity\": \"1\"},\n {\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n {\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n {\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n {\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$52.50\", \"quantity\": \"1\"},\n {\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n {\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n {\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n {\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$99.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09QRM3TBK\"\n},\n {\n \"title\": \"YESIIW Ultra-slim Wallet for Men - Pop up Card Holder Mens Wallet with RFID Protection Minimalist Metal Wallets Billeteras de Hombres Gifts for Men Dad Husband Boyfriend Black\"\n},\n {\n \"price\": \"$15.89\"\n},\n {\n \"bullet_list\": \"Convenient card holder - Based on 10000 questionnaires, 365 times human biomechanics testing, 245 times visual effects optimization, top 100 products research and improvement. Our pop up design brings unparalleled ease. With a simple pop-up button, access your bank cards effortlessly, saving you time and frustration. Say goodbye to fumbling and hello to smooth, seamless transactions. RFID & NFC Blocking Wallet - Your peace of mind is our priority. Crafted with top-quality materials and reinforced stitching, our rfid wallet for men ensures durability and longevity. Your valuable cards and cash stay securely in place, protected from potential mishaps. Slim & Trendy Wallet - Style matters, and we've got you covered. Our men wallet is slim and fashionable, designed to fit perfectly in any pocket. Say farewell to bulky pockets and embrace a sleek accessory that feels like a dream. Contemporary aesthetics make our small wallet the perfect complement to your style, adding a touch of sophistication to your everyday carry. Ideal Thin Wallet - Whether you're jet-setting around the world or just tackling a daily day, our credit card holder is the ultimate companion. Compact and lightweight, it's perfect for any adventure. Wherever life takes you, carry your essentials with ease and style, keeping your valuables secure and your travels hassle-free. Additional Phone Card Holder - Not just a slim wallet, it's a multitasker! Attach the multifunctional card holder to your phone, car, desk, fridge, or any other place you need extra storage. Our minimalist wallet for men easily holds debit cards, ID, cash, earphones, keys, notes, coins, and even gum. Quality Service - Need a replacement? No problem. The sturdy inner mechanism and premium materials make your wallet last for a long time. If you have any queries or need any assistance please get in touch with us.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"B01-Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Gunmetal Titanium)\", \"asin\": \"B0CGGKWD8L\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Air Wallet, Minimalist Wallet with Built in Airtag Chip, RFID Blocking Credit Card Holder, Slim Wallet For Men, Compatible with Apple Find My iOS Only, Detachable Money Clip (Army green)\", \"asin\": \"B0D1K7P2C5\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"VULKIT Pop Up Wallet, Slim Minimalist Credit Card Holder For Men and Women RFID Blocking Mini Metal Case\", \"asin\": \"B07T7MX3M5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"SEMORID Slim Aluminum Card Holder Wallet for Men, Durable Expandable Backplate, RFID Blocking Minimalist Metal Pop Up Wallet, Holds 12+ Cards Plus Cash (Black)\", \"asin\": \"B0D8PS9MQ2\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"$26.97\", \"quantity\": \"\"},\n {\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)\", \"asin\": \"B0D2GRYLL8\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"$26.97\", \"quantity\": \"\"},\n {\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Army Green)\", \"asin\": \"B09XQLH2BR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)\", \"asin\": \"B0D2GRYLL8\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories\", \"asin\": \"B0DTFY8PJT\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)\", \"asin\": \"B0D5R93Z4Y\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Mountain Voyage Co Minimalist Cash Strap Wallet - Slim RFID Blocking Wallet for Men & Women - Scratch Resistant, Credit Card Holder, Easily Removable Money & Cards, Aluminium Wallet (Tumbled Titanium)\", \"asin\": \"B0CJMM4NJQ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"GSOIAX Slim Leather RFID Bifold Wallet for Men Minimalist Front Pocket Wallet with Money Clip,12 Card Slots,ID Window,Cool Groove Design,Includes Gift Box(Carbon blue)\", \"asin\": \"B0BNMD4K12\", \"price\": \"$14.88\", \"quantity\": \"\"},\n {\"title\": \"typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)\", \"asin\": \"B0D5R93Z4Y\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"$26.97\", \"quantity\": \"\"},\n {\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Smart Card Wallet for Men Slim: Minimalist Wallet For Men - RFID Blocking Pop Up Front Pocket Wallet, Metal Wallet 11 Card Holder\", \"asin\": \"B0D9YS69TN\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Matte Orange)\", \"asin\": \"B0C3DZGRQ7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories\", \"asin\": \"B0DTFY8PJT\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"VULKIT Card Holder with Money Pocket Pop Up Wallet RFID Blocking Slim Metal Bank Card Case Holds 5 Cards and Notes(Black)\", \"asin\": \"B089LHWNPR\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"RUNBOX Slim Wallets for Men - Leather Money Clip Mens Wallet - RFID Blocking Front Pocket Bifold Wallet - Thin Credit Card Holder with Gift Box\", \"asin\": \"B09M3Y8QZY\", \"price\": \"$10.98\", \"quantity\": \"\"},\n {\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"$26.97\", \"quantity\": \"\"},\n {\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"$12.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:59:18.137Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-07T14:59:18.137Z	click	cart_side_bar	rule	2025-05-07T14:59:18.137Z	train	2,505	2025-05-07T14:59:18.137Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-07T14:56:41.886Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-07T14:59:11.112Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$241.00", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - Motivational 64 oz BPA Free B Ombre Jug", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$69.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$29.25", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.94", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$52.50", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$109.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$5.97", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$99.99", "quantity": "1"} ], "product_details": [ { "asin": "B09QRM3TBK" }, { "title": "YESIIW Ultra-slim Wallet for Men - Pop up Card Holder Mens Wallet with RFID Protection Minimalist Metal Wallets Billeteras de Hombres Gifts for Men Dad Husband Boyfriend Black" }, { "price": "$15.89" }, { "bullet_list": "Convenient card holder - Based on 10000 questionnaires, 365 times human biomechanics testing, 245 times visual effects optimization, top 100 products research and improvement. Our pop up design brings unparalleled ease. With a simple pop-up button, access your bank cards effortlessly, saving you time and frustration. Say goodbye to fumbling and hello to smooth, seamless transactions. RFID & NFC Blocking Wallet - Your peace of mind is our priority. Crafted with top-quality materials and reinforced stitching, our rfid wallet for men ensures durability and longevity. Your valuable cards and cash stay securely in place, protected from potential mishaps. Slim & Trendy Wallet - Style matters, and we've got you covered. Our men wallet is slim and fashionable, designed to fit perfectly in any pocket. Say farewell to bulky pockets and embrace a sleek accessory that feels like a dream. Contemporary aesthetics make our small wallet the perfect complement to your style, adding a touch of sophistication to your everyday carry. Ideal Thin Wallet - Whether you're jet-setting around the world or just tackling a daily day, our credit card holder is the ultimate companion. Compact and lightweight, it's perfect for any adventure. Wherever life takes you, carry your essentials with ease and style, keeping your valuables secure and your travels hassle-free. Additional Phone Card Holder - Not just a slim wallet, it's a multitasker! Attach the multifunctional card holder to your phone, car, desk, fridge, or any other place you need extra storage. Our minimalist wallet for men easily holds debit cards, ID, cash, earphones, keys, notes, coins, and even gum. Quality Service - Need a replacement? No problem. The sturdy inner mechanism and premium materials make your wallet last for a long time. If you have any queries or need any assistance please get in touch with us." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "B01-Black" } ], "promotion_items": [ {"title": "Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Gunmetal Titanium)", "asin": "B0CGGKWD8L", "price": "$39.99", "quantity": ""}, {"title": "Air Wallet, Minimalist Wallet with Built in Airtag Chip, RFID Blocking Credit Card Holder, Slim Wallet For Men, Compatible with Apple Find My iOS Only, Detachable Money Clip (Army green)", "asin": "B0D1K7P2C5", "price": "$19.99", "quantity": ""}, {"title": "VULKIT Pop Up Wallet, Slim Minimalist Credit Card Holder For Men and Women RFID Blocking Mini Metal Case", "asin": "B07T7MX3M5", "price": "$14.99", "quantity": ""}, {"title": "SEMORID Slim Aluminum Card Holder Wallet for Men, Durable Expandable Backplate, RFID Blocking Minimalist Metal Pop Up Wallet, Holds 12+ Cards Plus Cash (Black)", "asin": "B0D8PS9MQ2", "price": "$12.99", "quantity": ""}, {"title": "Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)", "asin": "B091JH8P34", "price": "$26.97", "quantity": ""}, {"title": "AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)", "asin": "B0BYPCTQVW", "price": "$12.99", "quantity": ""}, {"title": "typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)", "asin": "B0D2GRYLL8", "price": "$36.99", "quantity": ""}, {"title": "Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)", "asin": "B091JH8P34", "price": "$26.97", "quantity": ""}, {"title": "Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Army Green)", "asin": "B09XQLH2BR", "price": "$39.99", "quantity": ""}, {"title": "typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)", "asin": "B0D2GRYLL8", "price": "$36.99", "quantity": ""}, {"title": "umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet", "asin": "B0BQMCXQSP", "price": "$36.99", "quantity": ""}, {"title": "RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories", "asin": "B0DTFY8PJT", "price": "$16.99", "quantity": ""}, {"title": "typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)", "asin": "B0D5R93Z4Y", "price": "$35.99", "quantity": ""}, {"title": "AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)", "asin": "B0BYPCTQVW", "price": "$12.99", "quantity": ""}, {"title": "Mountain Voyage Co Minimalist Cash Strap Wallet - Slim RFID Blocking Wallet for Men & Women - Scratch Resistant, Credit Card Holder, Easily Removable Money & Cards, Aluminium Wallet (Tumbled Titanium)", "asin": "B0CJMM4NJQ", "price": "$39.99", "quantity": ""}, {"title": "AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)", "asin": "B0BYPCTQVW", "price": "$12.99", "quantity": ""}, {"title": "GSOIAX Slim Leather RFID Bifold Wallet for Men Minimalist Front Pocket Wallet with Money Clip,12 Card Slots,ID Window,Cool Groove Design,Includes Gift Box(Carbon blue)", "asin": "B0BNMD4K12", "price": "$14.88", "quantity": ""}, {"title": "typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)", "asin": "B0D5R93Z4Y", "price": "$35.99", "quantity": ""}, {"title": "Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)", "asin": "B091JH8P34", "price": "$26.97", "quantity": ""}, {"title": "umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet", "asin": "B0BQMCXQSP", "price": "$36.99", "quantity": ""}, {"title": "Smart Card Wallet for Men Slim: Minimalist Wallet For Men - RFID Blocking Pop Up Front Pocket Wallet, Metal Wallet 11 Card Holder", "asin": "B0D9YS69TN", "price": "$9.98", "quantity": ""}, {"title": "Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Matte Orange)", "asin": "B0C3DZGRQ7", "price": "$39.99", "quantity": ""}, {"title": "RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories", "asin": "B0DTFY8PJT", "price": "$16.99", "quantity": ""}, {"title": "VULKIT Card Holder with Money Pocket Pop Up Wallet RFID Blocking Slim Metal Bank Card Case Holds 5 Cards and Notes(Black)", "asin": "B089LHWNPR", "price": "$14.99", "quantity": ""}, {"title": "RUNBOX Slim Wallets for Men - Leather Money Clip Mens Wallet - RFID Blocking Front Pocket Bifold Wallet - Thin Credit Card Holder with Gift Box", "asin": "B09M3Y8QZY", "price": "$10.98", "quantity": ""}, {"title": "Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)", "asin": "B091JH8P34", "price": "$26.97", "quantity": ""}, {"title": "umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet", "asin": "B0BQMCXQSP", "price": "$36.99", "quantity": ""}, {"title": "AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)", "asin": "B0BYPCTQVW", "price": "$12.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-07T14:59:18.137Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 2505, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-07T14:56:41.886Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T14:59:11.112Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n {\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$241.00\", \"quantity\": \"1\"},\n {\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n {\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - Motivational 64 oz BPA Free B Ombre Jug\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n {\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$69.99\", \"quantity\": \"1\"},\n {\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n {\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$29.25\", \"quantity\": \"1\"},\n {\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n {\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n {\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n {\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$52.50\", \"quantity\": \"1\"},\n {\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n {\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n {\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n {\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$99.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09QRM3TBK\"\n},\n {\n \"title\": \"YESIIW Ultra-slim Wallet for Men - Pop up Card Holder Mens Wallet with RFID Protection Minimalist Metal Wallets Billeteras de Hombres Gifts for Men Dad Husband Boyfriend Black\"\n},\n {\n \"price\": \"$15.89\"\n},\n {\n \"bullet_list\": \"Convenient card holder - Based on 10000 questionnaires, 365 times human biomechanics testing, 245 times visual effects optimization, top 100 products research and improvement. Our pop up design brings unparalleled ease. With a simple pop-up button, access your bank cards effortlessly, saving you time and frustration. Say goodbye to fumbling and hello to smooth, seamless transactions. RFID & NFC Blocking Wallet - Your peace of mind is our priority. Crafted with top-quality materials and reinforced stitching, our rfid wallet for men ensures durability and longevity. Your valuable cards and cash stay securely in place, protected from potential mishaps. Slim & Trendy Wallet - Style matters, and we've got you covered. Our men wallet is slim and fashionable, designed to fit perfectly in any pocket. Say farewell to bulky pockets and embrace a sleek accessory that feels like a dream. Contemporary aesthetics make our small wallet the perfect complement to your style, adding a touch of sophistication to your everyday carry. Ideal Thin Wallet - Whether you're jet-setting around the world or just tackling a daily day, our credit card holder is the ultimate companion. Compact and lightweight, it's perfect for any adventure. Wherever life takes you, carry your essentials with ease and style, keeping your valuables secure and your travels hassle-free. Additional Phone Card Holder - Not just a slim wallet, it's a multitasker! Attach the multifunctional card holder to your phone, car, desk, fridge, or any other place you need extra storage. Our minimalist wallet for men easily holds debit cards, ID, cash, earphones, keys, notes, coins, and even gum. Quality Service - Need a replacement? No problem. The sturdy inner mechanism and premium materials make your wallet last for a long time. If you have any queries or need any assistance please get in touch with us.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"B01-Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Gunmetal Titanium)\", \"asin\": \"B0CGGKWD8L\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Air Wallet, Minimalist Wallet with Built in Airtag Chip, RFID Blocking Credit Card Holder, Slim Wallet For Men, Compatible with Apple Find My iOS Only, Detachable Money Clip (Army green)\", \"asin\": \"B0D1K7P2C5\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"VULKIT Pop Up Wallet, Slim Minimalist Credit Card Holder For Men and Women RFID Blocking Mini Metal Case\", \"asin\": \"B07T7MX3M5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"SEMORID Slim Aluminum Card Holder Wallet for Men, Durable Expandable Backplate, RFID Blocking Minimalist Metal Pop Up Wallet, Holds 12+ Cards Plus Cash (Black)\", \"asin\": \"B0D8PS9MQ2\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"$26.97\", \"quantity\": \"\"},\n {\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)\", \"asin\": \"B0D2GRYLL8\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"$26.97\", \"quantity\": \"\"},\n {\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Army Green)\", \"asin\": \"B09XQLH2BR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)\", \"asin\": \"B0D2GRYLL8\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories\", \"asin\": \"B0DTFY8PJT\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)\", \"asin\": \"B0D5R93Z4Y\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Mountain Voyage Co Minimalist Cash Strap Wallet - Slim RFID Blocking Wallet for Men & Women - Scratch Resistant, Credit Card Holder, Easily Removable Money & Cards, Aluminium Wallet (Tumbled Titanium)\", \"asin\": \"B0CJMM4NJQ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"GSOIAX Slim Leather RFID Bifold Wallet for Men Minimalist Front Pocket Wallet with Money Clip,12 Card Slots,ID Window,Cool Groove Design,Includes Gift Box(Carbon blue)\", \"asin\": \"B0BNMD4K12\", \"price\": \"$14.88\", \"quantity\": \"\"},\n {\"title\": \"typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)\", \"asin\": \"B0D5R93Z4Y\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"$26.97\", \"quantity\": \"\"},\n {\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Smart Card Wallet for Men Slim: Minimalist Wallet For Men - RFID Blocking Pop Up Front Pocket Wallet, Metal Wallet 11 Card Holder\", \"asin\": \"B0D9YS69TN\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Matte Orange)\", \"asin\": \"B0C3DZGRQ7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories\", \"asin\": \"B0DTFY8PJT\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"VULKIT Card Holder with Money Pocket Pop Up Wallet RFID Blocking Slim Metal Bank Card Case Holds 5 Cards and Notes(Black)\", \"asin\": \"B089LHWNPR\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"RUNBOX Slim Wallets for Men - Leather Money Clip Mens Wallet - RFID Blocking Front Pocket Bifold Wallet - Thin Credit Card Holder with Gift Box\", \"asin\": \"B09M3Y8QZY\", \"price\": \"$10.98\", \"quantity\": \"\"},\n {\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"$26.97\", \"quantity\": \"\"},\n {\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"$12.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:59:18.137Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-07T14:56:41.886Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T14:59:11.112Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T14:59:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Frito Lay Party Mix Variety Pack, (Pack of 40)\", \"asin\": \"B076H2J9TZ\", \"price\": \"$22.43\", \"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\": \"Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free\", \"asin\": \"B00BBFU9TU\", \"price\": \"$19.50\", \"quantity\": \"\"},\n {\"title\": \"Vaseline Intensive Care Cocoa Radiant For Glowing Skin 3 Count Body Gel Oil Body Oil Made with 100% Pure Cocoa Butter + Replenishing Oils 6.8oz\", \"asin\": \"/promo/A3LTKBC3EH1HHT\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"NEST New York Scented Classic Candle, Wild Mint & Eucalyptus - 8.1 oz - Up to 60-Hour Burn Time - Reusable Glass Vessel\", \"asin\": \"B08VC89HHW\", \"price\": \"$48.00\", \"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\": \"Kensington Expert Wireless Trackball Mouse (K72359WW) Black, 3.5\\\" x 6.1\\\" x 8\\\"\", \"asin\": \"B01936N73I\", \"price\": \"$85.00\", \"quantity\": \"\"},\n {\"title\": \"Dove Body Wash 3 Count with Pump Sensitive Skin Hypoallergenic, Paraben-Free, Sulfate-Free, Cruelty-Free, Moisturizing Skin Cleanser Effectively Washes Away Bacteria While Nourishing Skin 30.6 oz\", \"asin\": \"B0BVBYQGTW\", \"price\": \"$32.91\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n {\"title\": \"eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz\", \"asin\": \"B08KT2Z93D\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities\", \"asin\": \"af304222\", \"price\": \"$11.97\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics 2-Ply Toilet Paper, 6 Rolls (1 Packs of 6), Equivalent to 25 regular rolls\", \"asin\": \"B0CGWF2BRF\", \"price\": \"$6.31\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$18.39\", \"quantity\": \"\"},\n {\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"/promo/A2FS6ZKNWOYBE9\", \"price\": \"$10.97\", \"quantity\": \"\"}\n ],\n \"active_items\": [\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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n {\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 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\": \"One-Day FREE delivery Tomorrow, May 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n {\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - Motivational 64 oz BPA Free B Ombre Jug\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 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\": \"Two-Day FREE delivery Fri, May 9 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 Fri, May 9 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 - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 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\": \"One-Day FREE delivery Tomorrow, May 8 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Two-Day FREE delivery Fri, May 9 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 Sat, May 10 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 May 13 - 14 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\": \"One-Day FREE delivery Tomorrow, May 8 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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 May 13 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}\n ],\n \"saved_items\": [\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\", \"options\": []},\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\", \"options\": []},\n {\"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\": []},\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\": \"$176.00\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\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\": []},\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 ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T15:00:00.368Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-07T15:00:00.368Z	click	quantity	rule	2025-05-07T15:00:00.368Z	train	2,506	2025-05-07T15:00:00.368Z	click	quantity	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-07T14:56:41.886Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-07T14:59:11.112Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-07T14:59:18.137Z", "action": "click", "action_argument": "cart_side_bar"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "promotion_items": [ {"title": "Frito Lay Party Mix Variety Pack, (Pack of 40)", "asin": "B076H2J9TZ", "price": "$22.43", "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": "Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free", "asin": "B00BBFU9TU", "price": "$19.50", "quantity": ""}, {"title": "Vaseline Intensive Care Cocoa Radiant For Glowing Skin 3 Count Body Gel Oil Body Oil Made with 100% Pure Cocoa Butter + Replenishing Oils 6.8oz", "asin": "/promo/A3LTKBC3EH1HHT", "price": "$23.91", "quantity": ""}, {"title": "NEST New York Scented Classic Candle, Wild Mint & Eucalyptus - 8.1 oz - Up to 60-Hour Burn Time - Reusable Glass Vessel", "asin": "B08VC89HHW", "price": "$48.00", "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": "Kensington Expert Wireless Trackball Mouse (K72359WW) Black, 3.5\" x 6.1\" x 8\"", "asin": "B01936N73I", "price": "$85.00", "quantity": ""}, {"title": "Dove Body Wash 3 Count with Pump Sensitive Skin Hypoallergenic, Paraben-Free, Sulfate-Free, Cruelty-Free, Moisturizing Skin Cleanser Effectively Washes Away Bacteria While Nourishing Skin 30.6 oz", "asin": "B0BVBYQGTW", "price": "$32.91", "quantity": ""}, {"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""}, {"title": "eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz", "asin": "B08KT2Z93D", "price": "$9.97", "quantity": ""}, {"title": "Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities", "asin": "af304222", "price": "$11.97", "quantity": ""}, {"title": "Amazon Basics 2-Ply Toilet Paper, 6 Rolls (1 Packs of 6), Equivalent to 25 regular rolls", "asin": "B0CGWF2BRF", "price": "$6.31", "quantity": ""}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$18.39", "quantity": ""}, {"title": "Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz", "asin": "/promo/A2FS6ZKNWOYBE9", "price": "$10.97", "quantity": ""} ], "active_items": [ {"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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "One-Day FREE delivery Tomorrow, May 8 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": "One-Day FREE delivery Tomorrow, May 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - Motivational 64 oz BPA Free B Ombre Jug", "asin": "B0BX3R5GQ1", "delivery": "One-Day FREE delivery Tomorrow, May 8 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": "Two-Day FREE delivery Fri, May 9 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 Fri, May 9 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 - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "One-Day FREE delivery Tomorrow, May 8 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": "One-Day FREE delivery Tomorrow, May 8 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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": "Two-Day FREE delivery Fri, May 9 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 Sat, May 10 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 May 13 - 14 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": "One-Day FREE delivery Tomorrow, May 8 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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 May 13 - 15", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]} ], "saved_items": [ {"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", "options": []}, {"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", "options": []}, {"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": []}, {"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": "$176.00", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]}, {"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": []}, {"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": []} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-07T15:00:00.368Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "index": 2506, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-07T14:56:41.886Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T14:59:11.112Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T14:59:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Frito Lay Party Mix Variety Pack, (Pack of 40)\", \"asin\": \"B076H2J9TZ\", \"price\": \"$22.43\", \"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\": \"Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free\", \"asin\": \"B00BBFU9TU\", \"price\": \"$19.50\", \"quantity\": \"\"},\n {\"title\": \"Vaseline Intensive Care Cocoa Radiant For Glowing Skin 3 Count Body Gel Oil Body Oil Made with 100% Pure Cocoa Butter + Replenishing Oils 6.8oz\", \"asin\": \"/promo/A3LTKBC3EH1HHT\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"NEST New York Scented Classic Candle, Wild Mint & Eucalyptus - 8.1 oz - Up to 60-Hour Burn Time - Reusable Glass Vessel\", \"asin\": \"B08VC89HHW\", \"price\": \"$48.00\", \"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\": \"Kensington Expert Wireless Trackball Mouse (K72359WW) Black, 3.5\\\" x 6.1\\\" x 8\\\"\", \"asin\": \"B01936N73I\", \"price\": \"$85.00\", \"quantity\": \"\"},\n {\"title\": \"Dove Body Wash 3 Count with Pump Sensitive Skin Hypoallergenic, Paraben-Free, Sulfate-Free, Cruelty-Free, Moisturizing Skin Cleanser Effectively Washes Away Bacteria While Nourishing Skin 30.6 oz\", \"asin\": \"B0BVBYQGTW\", \"price\": \"$32.91\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n {\"title\": \"eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz\", \"asin\": \"B08KT2Z93D\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities\", \"asin\": \"af304222\", \"price\": \"$11.97\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics 2-Ply Toilet Paper, 6 Rolls (1 Packs of 6), Equivalent to 25 regular rolls\", \"asin\": \"B0CGWF2BRF\", \"price\": \"$6.31\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$18.39\", \"quantity\": \"\"},\n {\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"/promo/A2FS6ZKNWOYBE9\", \"price\": \"$10.97\", \"quantity\": \"\"}\n ],\n \"active_items\": [\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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n {\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 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\": \"One-Day FREE delivery Tomorrow, May 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n {\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - Motivational 64 oz BPA Free B Ombre Jug\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 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\": \"Two-Day FREE delivery Fri, May 9 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 Fri, May 9 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 - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 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\": \"One-Day FREE delivery Tomorrow, May 8 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Two-Day FREE delivery Fri, May 9 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 Sat, May 10 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 May 13 - 14 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\": \"One-Day FREE delivery Tomorrow, May 8 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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 May 13 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}\n ],\n \"saved_items\": [\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\", \"options\": []},\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\", \"options\": []},\n {\"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\": []},\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\": \"$176.00\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\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\": []},\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 ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T15:00:00.368Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"makeup cleaner pad\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n {\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n {\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n {\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n {\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\\nSilicone\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"quantity\": \"\"},\n {\"title\": \"Electric Makeup Brush Cleaner Machine,Automatic Makeup Brush Cleaner,Brushly Pro Cosmetic Makeup Brush Cleaner for All Types of Makeup Brushes,Makeup Brush Cleaning Solution\", \"asin\": \"B0DPF9ZB1M\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Makeup Brush Cleaner Mat Silicone Brush Cleaning Mat Big Size Make Up Brush Clean Pad with Suction Cup for Makeup Brush Cleaning (Pink)\", \"asin\": \"B09YTY6QSW\", \"price\": \"$3.99\", \"quantity\": \"\"},\n {\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Beautyblender\\u00ae \| Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat \| Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n {\"title\": \"Beautyblender\\u00ae \| Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat \| Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n {\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"quantity\": \"\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Makeup Brush Cleaner Machine with Makeup Brush Dryer and Silicone Makeup Brush Cleaner Mat, Automatic USB Cosmetic Brushes Cleaner Tool for All Beauty Makeup Brush Set, Contour, Eyeshadow\", \"asin\": \"B0DXFL6KCN\", \"price\": \"$31.98\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\",\n \"asin\": \"B0DDKSQMC4\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Reusable Makeup Remover pad 30 Pack, Washable eco-Friendly Cotton Laundry Bag, Reusable face Makeup Remover pad, Cotton pad for All Skin Types\", \"asin\": \"B0DNNBN63V\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Makeup Remover Cloths 4 Count: Microfiber Reusable Fast Drying Washcloth, Face Towels for Women\", \"asin\": \"B08V4YFG9X\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad, Brush Cleaner Mat For Deep Cleaning Tools, Use With Makeup Brush Shampoo, 100% Silicone, Easy To Clean, Features Suction Cup For Easy Usage, Cruelty-Free, 1 Count\", \"asin\": \"B0DMTJN3FN\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat \| 2 Pack \| Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaning Mat, Silicone Makeup Brush Scrubber, Makeup Brush Cleaner Pad, Cosmetic Brush Cleaner, Brush Cleaning Pad, Suitable for Makeup Brush, Makeup Sponge, Powder Puff (Pink)\", \"asin\": \"B0B15KNCZM\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Cliganic Premium Cotton Rounds for Face (300 Count) - Makeup Remover Pads, Hypoallergenic, Lint-Free \| 100% Pure Cotton (Packaging May Vary)\", \"asin\": \"B0777NG2DM\", \"price\": \"$8.59\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)\", \"asin\": \"B0DNYKRVDJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Makeup Brush Cleaner Mats, Cosmetic Cleaning Pads, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes\", \"asin\": \"B0C7R89BQ7\", \"price\": \"$5.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaner Mat, Silicone, Big Size, Green, Cleaning Pad with Suction Cup, Make Up Brush Cleaner\", \"asin\": \"B09YTYN8Z9\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count\", \"asin\": \"B08MSGRRXR\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"2 Pcs Makeup Brush Cleaning Mat, Silicone Makeup Brush Cleaner with Back Suction Cups(Green and Pink)\", \"asin\": \"B0CLLK1MZJ\", \"price\": \"$3.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-green/pink\", \"asin\": \"B0D59XRSMN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"2 Piece Make Up Brush Cleaner Mat, Wsimily Silicone Makeup Brush Cleaning Mat Make Up Brush Cleaner Pad with Suction Cups Cosmetic Cleaning Pads Portable Washing Tool for Cleaning Makeup Brushes\", \"asin\": \"B0DPWZW8WW\", \"price\": \"$4.59\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 7 left in stock - order soon.\"},\n {\"title\": \"Silicon Makeup Brush Cleaner Mat with Brush Drying manual Make up brush cleaner cleanser machine Cosmetic Brush Cleaning Pad+Makeup Brush Dry Cleaned Quick Color Removal Sponge Scrubber Tool(Green)\", \"asin\": \"B07ZBHJ1DH\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"TailaiMei 2 Pack Color Removal Cleaner Sponge, Quickly & Easily Clean Makeup Brushes Powder Without Water or Chemical Solutions Eliminating Drying Time - Switch Eyeshadow Colored Immediately\", \"asin\": \"B07PLBV634\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brushes Cleaner Mat with Brush Storage Holder, Folding Portable Washing Tool for Makeup Brush Cleaning, 2 In 1 Silicone Brush Cleaner Pad & Cosmetic Brush Organizer Rack (Purple)\", \"asin\": \"B0D3D4WB9Z\", \"price\": \"$6.39\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"2 Pcs Silicone Makeup Brush Cleaning Mat - Makeup Brush Cleaner Mats.Cosmetic Cleaning Pads with Suction Cup, Portable Washing Tool for All Makeup Cosmetic Brushes. Keep Brushes Clean Easily.\", \"asin\": \"B0DR61YR5L\", \"price\": \"$4.48\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-red/pink\", \"asin\": \"B0D5CTP9RH\", \"price\": \"$4.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sigma Switch by Sigma Beauty \\u2013 Silicone Makeup Brush Cleaner for Switching Shades and Pigments, Switch Cleaning Mat for Superior Makeup Brush Cleaning Mid-Application (Travel Size)\", \"asin\": \"B0BFKD6B7S\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Silicone Make Up Brush Cleaner Pad, 4 in 1 Textured Makeup Brush Cleaner Mat, Foldable and Portable Cleaning Tool for Brushes, Sponges (Pink)\", \"asin\": \"B0DFVHX2BN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Silicone Makeup Brush Cleaning Mats with Suction Cups, Set of 2, Portable for Travel, Makeup Brush Cleaner Pads, For All Brush Types (Pink and Blue)\", \"asin\": \"B0D793JNKV\", \"price\": \"$4.35\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Swisspers Premium Cotton Rounds \\u2013 100 Count (Pack of 3) - 100% Pure Cotton - Soft, Absorbent, Hypoallergenic Pads for Makeup Removal, Skincare, Baby Care and Facial Cleansing - Lint Free\", \"asin\": \"B091D7T4N8\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaning Mat with Drying Holder for Sink-Silicone Washing Cosmetic Brush Cleaner Pad (Orange)\", \"asin\": \"B08TWN5ZVC\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaner Mat with Brush Drying Holder, Portable Silicone Makeup Brush Cleaner Pad, Dry Brush Color Switch And Wet Cleaning Quick Color Removal Sponge Scrubber Tool\", \"asin\": \"B0CN2HR5MJ\", \"price\": \"$2.79\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Makeup Brush Cleaner Glove Mat Mitt Silicone Cosmetic Cleaning Scrubber Tool Face Brushes and Eye Brush Washing Pad Pink (Rose Red)\", \"asin\": \"B06W2PLBYP\", \"price\": \"$5.19\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"MAREE Glycolic Acid Pads - Toner Pads for Face Cleansing - Tea Tree Oil, Salicylic Acid & Vitamins E, B3, B5 - Facial Peel & Radiance Deep Cleaning Effect - 50 Count\", \"asin\": \"B0C74SQRYP\", \"price\": \"$26.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Ogato Reusable Makeup Remover Pads - 6pc Reusable Face Pads, Makeup Eraser for All Skin Types - Washable Microfiber Cloths - With Free Laundry Bag\", \"asin\": \"B07QN5NFYP\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaner,Silicone Makeup Brush Cleaner Mat,Petal Makeup Brush Cleaner and Holder Bowl,Stylish Cosmetic Brush Cleaner Pad Bowl for Makeup Brush and Drawing Tool,2 PCS-Pink,Yellow\", \"asin\": \"B0D9VPNL6C\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Paula's Choice Reusable Makeup Remover Pads, Eco-Friendly Cotton & Bamboo Rounds for Toner & Exfoliants, Includes Washable Bag for Laundry & Storage, 10 Count\", \"asin\": \"B08P41JQF4\", \"price\": \"$15.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Almay Biodegradable Makeup Remover Pads, Longwear & Waterproof, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 count\", \"asin\": \"B08MSV1B7Q\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"3 in 1 Brush Cleaning Mat with Brush Drying Holder, Silicone Makeup Brush Cleaner Mat Make Up Brush Cleaning Bowl Cosmetic Brush Washing Tool for Makeup Brush, Sponge, Powder Puff (Purple)\", \"asin\": \"B0CJF2B58S\", \"price\": \"$13.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sibba Makeup Brush Cleaner Mat 2 PCS Silicone Cleaning Sponge Bowl Make Up Pad Cleanser Paint Brushes Tools Solution Shampoo Erasers Washing Scrubber Removes Cosmetic Cup Washer Drying Rack Clean\", \"asin\": \"B0D4Q5T5Y3\", \"price\": \"$4.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"3 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Brush Cleaning Pads Makeup Brush Cleaner with Back Suction Cups Portable Washing Tool Scrubber\", \"asin\": \"B0DCZL5FZ5\", \"price\": \"$5.88\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Sigma Beauty Makeup Brush Cleaner Mat \\u2013 Sigma Spa Express Silicone Makeup Brush Cleaning Mat with Suction Cups for Cleaning Makeup Brushes, Compact Design Fit for Any Travel Makeup Kit (Black)\", \"asin\": \"B0845LZ8KD\", \"price\": \"$36.96\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Makeup Brush Cleaning Mat & Makeup Brush Drying Rack, Diolan 28 Holes Makeup Brush Holder, Silicone Rubber Clover Shaped Mat Cleaner - Black & Pink\", \"asin\": \"B07F3HQGYF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"2 Pack Cleaner Sponge, Dry Makeup Brushes Cleaner Eye Shadow or Blush Color Removal Quickly Switch to Next Color\", \"asin\": \"B07G17DM1N\", \"price\": \"$9.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Docolor Silicone Makeup Brush Cleaner Mat Shell shape make up brush cleaner pad Big Size, Makeup Brush Cleaning Mat, Brushes Cleaning Tool, Portable Washing Tool for Makeup Cosmetic Brushes\", \"asin\": \"B0D46YF719\", \"price\": \"$6.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:21:41.838Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-02T17:21:41.838Z	input	makeup cleaner	rule	2025-04-02T17:21:41.838Z	train	2,507	2025-04-02T17:21:41.838Z	input	makeup cleaner	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_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": "makeup cleaner pad" } ], "cart_items": [ {"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"}, {"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"}, {"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"}, {"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"}, {"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"}, {"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"}, {"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"} ], "promotion_items": [ {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""}, {"title": "2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\nSilicone", "asin": "B0BY2R9NSZ", "price": "$3.95", "quantity": ""}, {"title": "Electric Makeup Brush Cleaner Machine,Automatic Makeup Brush Cleaner,Brushly Pro Cosmetic Makeup Brush Cleaner for All Types of Makeup Brushes,Makeup Brush Cleaning Solution", "asin": "B0DPF9ZB1M", "price": "$9.99", "quantity": ""}, {"title": "Makeup Brush Cleaner Mat Silicone Brush Cleaning Mat Big Size Make Up Brush Clean Pad with Suction Cup for Makeup Brush Cleaning (Pink)", "asin": "B09YTY6QSW", "price": "$3.99", "quantity": ""}, {"title": "Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)", "asin": "B0C8MC51JK", "price": "$4.99", "quantity": ""}, {"title": "Beautyblender\u00ae \| Blendercleanser\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat \| Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\nAll Skin Type1 Count (Pack of 1)", "asin": "B09CPBSL94", "price": "$15.30", "quantity": ""}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""}, {"title": "Beautyblender\u00ae \| Blendercleanser\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat \| Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\nAll Skin Type1 Count (Pack of 1)", "asin": "B09CPBSL94", "price": "$15.30", "quantity": ""}, {"title": "Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\n1.7 Fl Oz (Pack of 1)", "asin": "B09NY6L8GZ", "price": "$12.00", "quantity": ""}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\nSilicone", "asin": "B08P22K36P", "price": "$14.99", "quantity": ""}, {"title": "Electric Makeup Brush Cleaner Machine with Makeup Brush Dryer and Silicone Makeup Brush Cleaner Mat, Automatic USB Cosmetic Brushes Cleaner Tool for All Beauty Makeup Brush Set, Contour, Eyeshadow", "asin": "B0DXFL6KCN", "price": "$31.98", "quantity": ""} ], "ads": [ { "title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4" } ], "search_results": [ {"title": "Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)", "asin": "B0DCSZYN6K", "price": "$5.45", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Reusable Makeup Remover pad 30 Pack, Washable eco-Friendly Cotton Laundry Bag, Reusable face Makeup Remover pad, Cotton pad for All Skin Types", "asin": "B0DNNBN63V", "price": "$15.95", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Makeup Remover Cloths 4 Count: Microfiber Reusable Fast Drying Washcloth, Face Towels for Women", "asin": "B08V4YFG9X", "price": "$6.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)", "asin": "B0BWTP599F", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "EcoTools Makeup Brush Cleansing Pad, Brush Cleaner Mat For Deep Cleaning Tools, Use With Makeup Brush Shampoo, 100% Silicone, Easy To Clean, Features Suction Cup For Easy Usage, Cruelty-Free, 1 Count", "asin": "B0DMTJN3FN", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "MINTHE\u2122 Makeup Brush Cleaner Mat \| 2 Pack \| Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning", "asin": "B0CC78X56Z", "price": "$3.25", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\uff08Khkai", "asin": "B0CBP9V34Z", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaning Mat, Silicone Makeup Brush Scrubber, Makeup Brush Cleaner Pad, Cosmetic Brush Cleaner, Brush Cleaning Pad, Suitable for Makeup Brush, Makeup Sponge, Powder Puff (Pink)", "asin": "B0B15KNCZM", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Cliganic Premium Cotton Rounds for Face (300 Count) - Makeup Remover Pads, Hypoallergenic, Lint-Free \| 100% Pure Cotton (Packaging May Vary)", "asin": "B0777NG2DM", "price": "$8.59", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)", "asin": "B0DNYKRVDJ", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "2 Pcs Silicone Make Up Brush Cleaning Mat, Makeup Brush Cleaner Mats, Cosmetic Cleaning Pads, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes", "asin": "B0C7R89BQ7", "price": "$5.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner Mat, Silicone, Big Size, Green, Cleaning Pad with Suction Cup, Make Up Brush Cleaner", "asin": "B09YTYN8Z9", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Clean Skin Club Clean\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover", "asin": "B0B3NHT4J8", "price": "$7.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser", "asin": "B09NY6L8GZ", "price": "$12.00", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)", "asin": "B0BY2R9NSZ", "price": "$3.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count", "asin": "B08MSGRRXR", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)", "asin": "B0C8MC51JK", "price": "$4.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)", "asin": "B0DCSZYN6K", "price": "$5.45", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "2 Pcs Makeup Brush Cleaning Mat, Silicone Makeup Brush Cleaner with Back Suction Cups(Green and Pink)", "asin": "B0CLLK1MZJ", "price": "$3.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-green/pink", "asin": "B0D59XRSMN", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "2 Piece Make Up Brush Cleaner Mat, Wsimily Silicone Makeup Brush Cleaning Mat Make Up Brush Cleaner Pad with Suction Cups Cosmetic Cleaning Pads Portable Washing Tool for Cleaning Makeup Brushes", "asin": "B0DPWZW8WW", "price": "$4.59", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 7 left in stock - order soon."}, {"title": "Silicon Makeup Brush Cleaner Mat with Brush Drying manual Make up brush cleaner cleanser machine Cosmetic Brush Cleaning Pad+Makeup Brush Dry Cleaned Quick Color Removal Sponge Scrubber Tool(Green)", "asin": "B07ZBHJ1DH", "price": "$8.98", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Clean Skin Club Clean\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover", "asin": "B0B3NHT4J8", "price": "$7.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "TailaiMei 2 Pack Color Removal Cleaner Sponge, Quickly & Easily Clean Makeup Brushes Powder Without Water or Chemical Solutions Eliminating Drying Time - Switch Eyeshadow Colored Immediately", "asin": "B07PLBV634", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brushes Cleaner Mat with Brush Storage Holder, Folding Portable Washing Tool for Makeup Brush Cleaning, 2 In 1 Silicone Brush Cleaner Pad & Cosmetic Brush Organizer Rack (Purple)", "asin": "B0D3D4WB9Z", "price": "$6.39", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes", "asin": "B07X5VNCRG", "price": "$7.19", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "2 Pcs Silicone Makeup Brush Cleaning Mat - Makeup Brush Cleaner Mats.Cosmetic Cleaning Pads with Suction Cup, Portable Washing Tool for All Makeup Cosmetic Brushes. Keep Brushes Clean Easily.", "asin": "B0DR61YR5L", "price": "$4.48", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-red/pink", "asin": "B0D5CTP9RH", "price": "$4.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Sigma Switch by Sigma Beauty \u2013 Silicone Makeup Brush Cleaner for Switching Shades and Pigments, Switch Cleaning Mat for Superior Makeup Brush Cleaning Mid-Application (Travel Size)", "asin": "B0BFKD6B7S", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Silicone Make Up Brush Cleaner Pad, 4 in 1 Textured Makeup Brush Cleaner Mat, Foldable and Portable Cleaning Tool for Brushes, Sponges (Pink)", "asin": "B0DFVHX2BN", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Silicone Makeup Brush Cleaning Mats with Suction Cups, Set of 2, Portable for Travel, Makeup Brush Cleaner Pads, For All Brush Types (Pink and Blue)", "asin": "B0D793JNKV", "price": "$4.35", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Swisspers Premium Cotton Rounds \u2013 100 Count (Pack of 3) - 100% Pure Cotton - Soft, Absorbent, Hypoallergenic Pads for Makeup Removal, Skincare, Baby Care and Facial Cleansing - Lint Free", "asin": "B091D7T4N8", "price": "$6.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaning Mat with Drying Holder for Sink-Silicone Washing Cosmetic Brush Cleaner Pad (Orange)", "asin": "B08TWN5ZVC", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner Mat with Brush Drying Holder, Portable Silicone Makeup Brush Cleaner Pad, Dry Brush Color Switch And Wet Cleaning Quick Color Removal Sponge Scrubber Tool", "asin": "B0CN2HR5MJ", "price": "$2.79", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Makeup Brush Cleaner Glove Mat Mitt Silicone Cosmetic Cleaning Scrubber Tool Face Brushes and Eye Brush Washing Pad Pink (Rose Red)", "asin": "B06W2PLBYP", "price": "$5.19", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "MAREE Glycolic Acid Pads - Toner Pads for Face Cleansing - Tea Tree Oil, Salicylic Acid & Vitamins E, B3, B5 - Facial Peel & Radiance Deep Cleaning Effect - 50 Count", "asin": "B0C74SQRYP", "price": "$26.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"}, {"title": "e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free", "asin": "B0DM138D4W", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ", "asin": "B0B5MSBFP2", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Ogato Reusable Makeup Remover Pads - 6pc Reusable Face Pads, Makeup Eraser for All Skin Types - Washable Microfiber Cloths - With Free Laundry Bag", "asin": "B07QN5NFYP", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner,Silicone Makeup Brush Cleaner Mat,Petal Makeup Brush Cleaner and Holder Bowl,Stylish Cosmetic Brush Cleaner Pad Bowl for Makeup Brush and Drawing Tool,2 PCS-Pink,Yellow", "asin": "B0D9VPNL6C", "price": "$5.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Paula's Choice Reusable Makeup Remover Pads, Eco-Friendly Cotton & Bamboo Rounds for Toner & Exfoliants, Includes Washable Bag for Laundry & Storage, 10 Count", "asin": "B08P41JQF4", "price": "$15.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Almay Biodegradable Makeup Remover Pads, Longwear & Waterproof, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 count", "asin": "B08MSV1B7Q", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "3 in 1 Brush Cleaning Mat with Brush Drying Holder, Silicone Makeup Brush Cleaner Mat Make Up Brush Cleaning Bowl Cosmetic Brush Washing Tool for Makeup Brush, Sponge, Powder Puff (Purple)", "asin": "B0CJF2B58S", "price": "$13.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Sibba Makeup Brush Cleaner Mat 2 PCS Silicone Cleaning Sponge Bowl Make Up Pad Cleanser Paint Brushes Tools Solution Shampoo Erasers Washing Scrubber Removes Cosmetic Cup Washer Drying Rack Clean", "asin": "B0D4Q5T5Y3", "price": "$4.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "3 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Brush Cleaning Pads Makeup Brush Cleaner with Back Suction Cups Portable Washing Tool Scrubber", "asin": "B0DCZL5FZ5", "price": "$5.88", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Sigma Beauty Makeup Brush Cleaner Mat \u2013 Sigma Spa Express Silicone Makeup Brush Cleaning Mat with Suction Cups for Cleaning Makeup Brushes, Compact Design Fit for Any Travel Makeup Kit (Black)", "asin": "B0845LZ8KD", "price": "$36.96", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Makeup Brush Cleaning Mat & Makeup Brush Drying Rack, Diolan 28 Holes Makeup Brush Holder, Silicone Rubber Clover Shaped Mat Cleaner - Black & Pink", "asin": "B07F3HQGYF", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "2 Pack Cleaner Sponge, Dry Makeup Brushes Cleaner Eye Shadow or Blush Color Removal Quickly Switch to Next Color", "asin": "B07G17DM1N", "price": "$9.70", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Docolor Silicone Makeup Brush Cleaner Mat Shell shape make up brush cleaner pad Big Size, Makeup Brush Cleaning Mat, Brushes Cleaning Tool, Portable Washing Tool for Makeup Cosmetic Brushes", "asin": "B0D46YF719", "price": "$6.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-02T17:21:41.838Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>makeup cleaner</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>makeup cleaner</answer_argument>", "index": 2507, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"makeup cleaner pad\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n {\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n {\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n {\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n {\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\\nSilicone\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"quantity\": \"\"},\n {\"title\": \"Electric Makeup Brush Cleaner Machine,Automatic Makeup Brush Cleaner,Brushly Pro Cosmetic Makeup Brush Cleaner for All Types of Makeup Brushes,Makeup Brush Cleaning Solution\", \"asin\": \"B0DPF9ZB1M\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Makeup Brush Cleaner Mat Silicone Brush Cleaning Mat Big Size Make Up Brush Clean Pad with Suction Cup for Makeup Brush Cleaning (Pink)\", \"asin\": \"B09YTY6QSW\", \"price\": \"$3.99\", \"quantity\": \"\"},\n {\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Beautyblender\\u00ae \| Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat \| Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n {\"title\": \"Beautyblender\\u00ae \| Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat \| Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n {\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"quantity\": \"\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Makeup Brush Cleaner Machine with Makeup Brush Dryer and Silicone Makeup Brush Cleaner Mat, Automatic USB Cosmetic Brushes Cleaner Tool for All Beauty Makeup Brush Set, Contour, Eyeshadow\", \"asin\": \"B0DXFL6KCN\", \"price\": \"$31.98\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\",\n \"asin\": \"B0DDKSQMC4\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Reusable Makeup Remover pad 30 Pack, Washable eco-Friendly Cotton Laundry Bag, Reusable face Makeup Remover pad, Cotton pad for All Skin Types\", \"asin\": \"B0DNNBN63V\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Makeup Remover Cloths 4 Count: Microfiber Reusable Fast Drying Washcloth, Face Towels for Women\", \"asin\": \"B08V4YFG9X\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad, Brush Cleaner Mat For Deep Cleaning Tools, Use With Makeup Brush Shampoo, 100% Silicone, Easy To Clean, Features Suction Cup For Easy Usage, Cruelty-Free, 1 Count\", \"asin\": \"B0DMTJN3FN\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat \| 2 Pack \| Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaning Mat, Silicone Makeup Brush Scrubber, Makeup Brush Cleaner Pad, Cosmetic Brush Cleaner, Brush Cleaning Pad, Suitable for Makeup Brush, Makeup Sponge, Powder Puff (Pink)\", \"asin\": \"B0B15KNCZM\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Cliganic Premium Cotton Rounds for Face (300 Count) - Makeup Remover Pads, Hypoallergenic, Lint-Free \| 100% Pure Cotton (Packaging May Vary)\", \"asin\": \"B0777NG2DM\", \"price\": \"$8.59\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)\", \"asin\": \"B0DNYKRVDJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Makeup Brush Cleaner Mats, Cosmetic Cleaning Pads, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes\", \"asin\": \"B0C7R89BQ7\", \"price\": \"$5.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaner Mat, Silicone, Big Size, Green, Cleaning Pad with Suction Cup, Make Up Brush Cleaner\", \"asin\": \"B09YTYN8Z9\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count\", \"asin\": \"B08MSGRRXR\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"2 Pcs Makeup Brush Cleaning Mat, Silicone Makeup Brush Cleaner with Back Suction Cups(Green and Pink)\", \"asin\": \"B0CLLK1MZJ\", \"price\": \"$3.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-green/pink\", \"asin\": \"B0D59XRSMN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"2 Piece Make Up Brush Cleaner Mat, Wsimily Silicone Makeup Brush Cleaning Mat Make Up Brush Cleaner Pad with Suction Cups Cosmetic Cleaning Pads Portable Washing Tool for Cleaning Makeup Brushes\", \"asin\": \"B0DPWZW8WW\", \"price\": \"$4.59\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 7 left in stock - order soon.\"},\n {\"title\": \"Silicon Makeup Brush Cleaner Mat with Brush Drying manual Make up brush cleaner cleanser machine Cosmetic Brush Cleaning Pad+Makeup Brush Dry Cleaned Quick Color Removal Sponge Scrubber Tool(Green)\", \"asin\": \"B07ZBHJ1DH\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"TailaiMei 2 Pack Color Removal Cleaner Sponge, Quickly & Easily Clean Makeup Brushes Powder Without Water or Chemical Solutions Eliminating Drying Time - Switch Eyeshadow Colored Immediately\", \"asin\": \"B07PLBV634\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brushes Cleaner Mat with Brush Storage Holder, Folding Portable Washing Tool for Makeup Brush Cleaning, 2 In 1 Silicone Brush Cleaner Pad & Cosmetic Brush Organizer Rack (Purple)\", \"asin\": \"B0D3D4WB9Z\", \"price\": \"$6.39\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"2 Pcs Silicone Makeup Brush Cleaning Mat - Makeup Brush Cleaner Mats.Cosmetic Cleaning Pads with Suction Cup, Portable Washing Tool for All Makeup Cosmetic Brushes. Keep Brushes Clean Easily.\", \"asin\": \"B0DR61YR5L\", \"price\": \"$4.48\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-red/pink\", \"asin\": \"B0D5CTP9RH\", \"price\": \"$4.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sigma Switch by Sigma Beauty \\u2013 Silicone Makeup Brush Cleaner for Switching Shades and Pigments, Switch Cleaning Mat for Superior Makeup Brush Cleaning Mid-Application (Travel Size)\", \"asin\": \"B0BFKD6B7S\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Silicone Make Up Brush Cleaner Pad, 4 in 1 Textured Makeup Brush Cleaner Mat, Foldable and Portable Cleaning Tool for Brushes, Sponges (Pink)\", \"asin\": \"B0DFVHX2BN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Silicone Makeup Brush Cleaning Mats with Suction Cups, Set of 2, Portable for Travel, Makeup Brush Cleaner Pads, For All Brush Types (Pink and Blue)\", \"asin\": \"B0D793JNKV\", \"price\": \"$4.35\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Swisspers Premium Cotton Rounds \\u2013 100 Count (Pack of 3) - 100% Pure Cotton - Soft, Absorbent, Hypoallergenic Pads for Makeup Removal, Skincare, Baby Care and Facial Cleansing - Lint Free\", \"asin\": \"B091D7T4N8\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaning Mat with Drying Holder for Sink-Silicone Washing Cosmetic Brush Cleaner Pad (Orange)\", \"asin\": \"B08TWN5ZVC\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaner Mat with Brush Drying Holder, Portable Silicone Makeup Brush Cleaner Pad, Dry Brush Color Switch And Wet Cleaning Quick Color Removal Sponge Scrubber Tool\", \"asin\": \"B0CN2HR5MJ\", \"price\": \"$2.79\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Makeup Brush Cleaner Glove Mat Mitt Silicone Cosmetic Cleaning Scrubber Tool Face Brushes and Eye Brush Washing Pad Pink (Rose Red)\", \"asin\": \"B06W2PLBYP\", \"price\": \"$5.19\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"MAREE Glycolic Acid Pads - Toner Pads for Face Cleansing - Tea Tree Oil, Salicylic Acid & Vitamins E, B3, B5 - Facial Peel & Radiance Deep Cleaning Effect - 50 Count\", \"asin\": \"B0C74SQRYP\", \"price\": \"$26.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Ogato Reusable Makeup Remover Pads - 6pc Reusable Face Pads, Makeup Eraser for All Skin Types - Washable Microfiber Cloths - With Free Laundry Bag\", \"asin\": \"B07QN5NFYP\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaner,Silicone Makeup Brush Cleaner Mat,Petal Makeup Brush Cleaner and Holder Bowl,Stylish Cosmetic Brush Cleaner Pad Bowl for Makeup Brush and Drawing Tool,2 PCS-Pink,Yellow\", \"asin\": \"B0D9VPNL6C\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Paula's Choice Reusable Makeup Remover Pads, Eco-Friendly Cotton & Bamboo Rounds for Toner & Exfoliants, Includes Washable Bag for Laundry & Storage, 10 Count\", \"asin\": \"B08P41JQF4\", \"price\": \"$15.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Almay Biodegradable Makeup Remover Pads, Longwear & Waterproof, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 count\", \"asin\": \"B08MSV1B7Q\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"3 in 1 Brush Cleaning Mat with Brush Drying Holder, Silicone Makeup Brush Cleaner Mat Make Up Brush Cleaning Bowl Cosmetic Brush Washing Tool for Makeup Brush, Sponge, Powder Puff (Purple)\", \"asin\": \"B0CJF2B58S\", \"price\": \"$13.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sibba Makeup Brush Cleaner Mat 2 PCS Silicone Cleaning Sponge Bowl Make Up Pad Cleanser Paint Brushes Tools Solution Shampoo Erasers Washing Scrubber Removes Cosmetic Cup Washer Drying Rack Clean\", \"asin\": \"B0D4Q5T5Y3\", \"price\": \"$4.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"3 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Brush Cleaning Pads Makeup Brush Cleaner with Back Suction Cups Portable Washing Tool Scrubber\", \"asin\": \"B0DCZL5FZ5\", \"price\": \"$5.88\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Sigma Beauty Makeup Brush Cleaner Mat \\u2013 Sigma Spa Express Silicone Makeup Brush Cleaning Mat with Suction Cups for Cleaning Makeup Brushes, Compact Design Fit for Any Travel Makeup Kit (Black)\", \"asin\": \"B0845LZ8KD\", \"price\": \"$36.96\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Makeup Brush Cleaning Mat & Makeup Brush Drying Rack, Diolan 28 Holes Makeup Brush Holder, Silicone Rubber Clover Shaped Mat Cleaner - Black & Pink\", \"asin\": \"B07F3HQGYF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"2 Pack Cleaner Sponge, Dry Makeup Brushes Cleaner Eye Shadow or Blush Color Removal Quickly Switch to Next Color\", \"asin\": \"B07G17DM1N\", \"price\": \"$9.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Docolor Silicone Makeup Brush Cleaner Mat Shell shape make up brush cleaner pad Big Size, Makeup Brush Cleaning Mat, Brushes Cleaning Tool, Portable Washing Tool for Makeup Cosmetic Brushes\", \"asin\": \"B0D46YF719\", \"price\": \"$6.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:21:41.838Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"makeup cleaner\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n {\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n {\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n {\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1S4WCZL\", \"price\": \"$14.86\", \"quantity\": \"\"},\n {\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B08MJZYW8P\", \"price\": \"$69.00\", \"quantity\": \"\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\\n3 Piece Set\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1SJ2V43\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Beautyblender\\u00ae \| Original Pink Beauty Blender Makeup Sponge, Super-Soft Foam Easily Blends Foundations, Powders & Creams, Made in USA, Reusable, Washable, Streak Free Application, Vegan, Cruelty Free\\nDry Skin Type1 Count (Pack of 1)\", \"asin\": \"B07VBNQ367\", \"price\": \"$17.00\", \"quantity\": \"\"},\n {\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"quantity\": \"\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"Beautyblender\\u00ae \| Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat \| Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Curology Micellar Water Makeup Remover, Waterproof Eye and Face Make Up Cleansing Water, Gentle and Hydrating, Silky Gel-Water Concentrate, 8.5 fl oz.\\\" Rated 4.2 out of 5 stars by 261 reviews. Eligible for Prime.\",\n \"asin\": \"B0CJ92RPT2\"\n}\n ],\n \"search_results\": [\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed\", \"asin\": \"B0DNZTH62T\", \"price\": \"$7.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B01EKKATEC\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGABI\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free\", \"asin\": \"B07GBZTC9S\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B06XFQYPQM\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Real Techniques Miracle Brush Cleansing Palette, Makeup Brush Cleaner For Deep Cleaning, Use With Makeup Brush Shampoo, Silicone Ridges & Easy Grip, Includes Cleansing Gel, Cruelty-Free, 3 Count\", \"asin\": \"B07V3N7LQF\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 17 - 28 for Prime members\"},\n {\"title\": \"Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)\", \"asin\": \"B0DNYKRVDJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes\", \"asin\": \"B0DPWWNDHN\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)\", \"asin\": \"B07GDH5XKF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush\", \"asin\": \"B0DNZYB92W\", \"price\": \"$30.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)\", \"asin\": \"B0DHWZDR8Z\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)\", \"asin\": \"B0DY65BP1C\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGAXQ\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)\", \"asin\": \"B0BN2PX8V3\", \"price\": \"$17.69\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat \| 2 Pack \| Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon\", \"asin\": \"B09X68966C\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Apr 16 - 23 for Prime members\"},\n {\"title\": \"Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare\", \"asin\": \"B018A0BO92\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz\", \"asin\": \"B08Q3CQM7X\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"beautyblender\\u00ae \| Blendercleanser\\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz\", \"asin\": \"B018W8QN2A\", \"price\": \"$20.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce\", \"asin\": \"B01M31HY3S\", \"price\": \"$12.47\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\\uff0cAutomatic Electric Makeup Brush Cleaner\\uff0cFast & Efficient Cleaner for Brushes (black)\", \"asin\": \"B0DNJCRD3M\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 15 - 28 Only 10 left in stock - order soon.\"},\n {\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)\", \"asin\": \"B083HPKZGX\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle\", \"asin\": \"B0CLYWP6D9\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges\", \"asin\": \"B0DPWW4J2M\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)\", \"asin\": \"B0DQNM7HB8\"},\n {\"title\": \"e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts\", \"asin\": \"B0DRV91Y2T\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n {\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B007ROGQ3C\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\", \"price\": \"$46.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes\", \"asin\": \"B0CYC5MCXZ\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush\", \"asin\": \"B0D4LLQGF1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Automatic Electric Makeup Brush Cleaner\\uff0cElectric Makeup Brush Cleaner (s)\", \"asin\": \"B0F2FB5855\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B078WPCDV1\", \"price\": \"$17.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes\", \"asin\": \"B0855DXKL8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools\", \"asin\": \"B083LX58T8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials\", \"asin\": \"B0CCJYV4FP\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7\"},\n {\"title\": \"Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women\", \"asin\": \"B0DRDGWF5G\", \"price\": \"$22.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:15.363Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-02T17:22:15.363Z	click_product	B00U2VQZDS	rule	2025-04-02T17:22:15.363Z	train	2,508	2025-04-02T17:22:15.363Z	click_product	B00U2VQZDS	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "makeup cleaner" } ], "cart_items": [ {"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"}, {"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"}, {"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"}, {"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"}, {"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"}, {"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"}, {"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"} ], "promotion_items": [ {"title": "EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\nUnscented16 Fl Oz (Pack of 1)", "asin": "B0D1S4WCZL", "price": "$14.86", "quantity": ""}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B08MJZYW8P", "price": "$69.00", "quantity": ""}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\n1.7 Ounce (Pack of 1)", "asin": "B07NFC77LL", "price": "$24.00", "quantity": ""}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\n3 Piece Set", "asin": "B0912XYZCZ", "price": "$9.98", "quantity": ""}, {"title": "EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\nUnscented16 Fl Oz (Pack of 1)", "asin": "B0D1SJ2V43", "price": "$19.99", "quantity": ""}, {"title": "Beautyblender\u00ae \| Original Pink Beauty Blender Makeup Sponge, Super-Soft Foam Easily Blends Foundations, Powders & Creams, Made in USA, Reusable, Washable, Streak Free Application, Vegan, Cruelty Free\nDry Skin Type1 Count (Pack of 1)", "asin": "B07VBNQ367", "price": "$17.00", "quantity": ""}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "quantity": ""}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\n1.7 Ounce (Pack of 1)", "asin": "B07NFC77LL", "price": "$24.00", "quantity": ""}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\nSilicone", "asin": "B08P22K36P", "price": "$14.99", "quantity": ""}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""}, {"title": "Beautyblender\u00ae \| Blendercleanser\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat \| Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\nAll Skin Type1 Count (Pack of 1)", "asin": "B09CPBSL94", "price": "$15.30", "quantity": ""} ], "ads": [ { "title": "Go to detail page for \"Curology Micellar Water Makeup Remover, Waterproof Eye and Face Make Up Cleansing Water, Gentle and Hydrating, Silky Gel-Water Concentrate, 8.5 fl oz.\" Rated 4.2 out of 5 stars by 261 reviews. Eligible for Prime.", "asin": "B0CJ92RPT2" } ], "search_results": [ {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed", "asin": "B0DNZTH62T", "price": "$7.88", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B01EKKATEC", "price": "$34.00", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count", "asin": "B017PCGABI", "price": "$8.39", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)", "asin": "B0BWTP599F", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo", "asin": "B09JLY4RG1", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin", "asin": "B0036SFTK4", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free", "asin": "B07GBZTC9S", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ", "asin": "B0B5MSBFP2", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B06XFQYPQM", "price": "$28.00", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Real Techniques Miracle Brush Cleansing Palette, Makeup Brush Cleaner For Deep Cleaning, Use With Makeup Brush Shampoo, Silicone Ridges & Easy Grip, Includes Cleansing Gel, Cruelty-Free, 3 Count", "asin": "B07V3N7LQF", "price": "$6.99", "delivery": "FREE delivery Apr 17 - 28 for Prime members"}, {"title": "Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)", "asin": "B0DNYKRVDJ", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes", "asin": "B0DPWWNDHN", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\uff08Khkai", "asin": "B0CBP9V34Z", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)", "asin": "B07GDH5XKF", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush", "asin": "B0DNZYB92W", "price": "$30.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)", "asin": "B0DHWZDR8Z", "price": "$21.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo", "asin": "B09JLY4RG1", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)", "asin": "B0DY65BP1C", "price": "$19.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count", "asin": "B017PCGAXQ", "price": "$8.39", "delivery": " Same-Day FREE delivery Today 2 PM - 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Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz", "asin": "B08Q3CQM7X", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "beautyblender\u00ae \| Blendercleanser\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz", "asin": "B018W8QN2A", "price": "$20.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce", "asin": "B01M31HY3S", "price": "$12.47", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\uff0cAutomatic Electric Makeup Brush Cleaner\uff0cFast & Efficient Cleaner for Brushes (black)", "asin": "B0DNJCRD3M", "price": "$13.99", "delivery": "FREE delivery Apr 15 - 28 Only 10 left in stock - order soon."}, {"title": "e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free", "asin": "B0DM138D4W", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)", "asin": "B083HPKZGX", "price": "$27.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle", "asin": "B0CLYWP6D9", "price": "$6.73", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges", "asin": "B0DPWW4J2M", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)", "asin": "B0DQNM7HB8"}, {"title": "e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin", "asin": "B08TQTT8LK", "price": "$10.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts", "asin": "B0DRV91Y2T", "price": "$16.99", "delivery": "FREE delivery Tue, Apr 8 for Prime members"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B007ROGQ3C", "price": "$13.49", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4", "price": "$46.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"}, {"title": "Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes", "asin": "B0CYC5MCXZ", "price": "$18.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes", "asin": "B07X5VNCRG", "price": "$7.19", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush", "asin": "B0D4LLQGF1", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Automatic Electric Makeup Brush Cleaner\uff0cElectric Makeup Brush Cleaner (s)", "asin": "B0F2FB5855", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count", "asin": "B078WPCDV1", "price": "$17.94", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes", "asin": "B0855DXKL8", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools", "asin": "B083LX58T8", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials", "asin": "B0CCJYV4FP", "price": "$6.99", "delivery": "FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7"}, {"title": "Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women", "asin": "B0DRDGWF5G", "price": "$22.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-02T17:22:15.363Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B00U2VQZDS</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click_product</answer_action><answer_argument>B00U2VQZDS</answer_argument>", "index": 2508, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"makeup cleaner\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n {\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n {\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n {\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1S4WCZL\", \"price\": \"$14.86\", \"quantity\": \"\"},\n {\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B08MJZYW8P\", \"price\": \"$69.00\", \"quantity\": \"\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\\n3 Piece Set\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1SJ2V43\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Beautyblender\\u00ae \| Original Pink Beauty Blender Makeup Sponge, Super-Soft Foam Easily Blends Foundations, Powders & Creams, Made in USA, Reusable, Washable, Streak Free Application, Vegan, Cruelty Free\\nDry Skin Type1 Count (Pack of 1)\", \"asin\": \"B07VBNQ367\", \"price\": \"$17.00\", \"quantity\": \"\"},\n {\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"quantity\": \"\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"Beautyblender\\u00ae \| Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat \| Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Curology Micellar Water Makeup Remover, Waterproof Eye and Face Make Up Cleansing Water, Gentle and Hydrating, Silky Gel-Water Concentrate, 8.5 fl oz.\\\" Rated 4.2 out of 5 stars by 261 reviews. Eligible for Prime.\",\n \"asin\": \"B0CJ92RPT2\"\n}\n ],\n \"search_results\": [\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed\", \"asin\": \"B0DNZTH62T\", \"price\": \"$7.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B01EKKATEC\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGABI\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free\", \"asin\": \"B07GBZTC9S\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B06XFQYPQM\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Real Techniques Miracle Brush Cleansing Palette, Makeup Brush Cleaner For Deep Cleaning, Use With Makeup Brush Shampoo, Silicone Ridges & Easy Grip, Includes Cleansing Gel, Cruelty-Free, 3 Count\", \"asin\": \"B07V3N7LQF\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 17 - 28 for Prime members\"},\n {\"title\": \"Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)\", \"asin\": \"B0DNYKRVDJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes\", \"asin\": \"B0DPWWNDHN\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)\", \"asin\": \"B07GDH5XKF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush\", \"asin\": \"B0DNZYB92W\", \"price\": \"$30.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)\", \"asin\": \"B0DHWZDR8Z\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)\", \"asin\": \"B0DY65BP1C\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGAXQ\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)\", \"asin\": \"B0BN2PX8V3\", \"price\": \"$17.69\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat \| 2 Pack \| Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon\", \"asin\": \"B09X68966C\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Apr 16 - 23 for Prime members\"},\n {\"title\": \"Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare\", \"asin\": \"B018A0BO92\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz\", \"asin\": \"B08Q3CQM7X\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"beautyblender\\u00ae \| Blendercleanser\\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz\", \"asin\": \"B018W8QN2A\", \"price\": \"$20.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce\", \"asin\": \"B01M31HY3S\", \"price\": \"$12.47\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\\uff0cAutomatic Electric Makeup Brush Cleaner\\uff0cFast & Efficient Cleaner for Brushes (black)\", \"asin\": \"B0DNJCRD3M\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 15 - 28 Only 10 left in stock - order soon.\"},\n {\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)\", \"asin\": \"B083HPKZGX\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle\", \"asin\": \"B0CLYWP6D9\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges\", \"asin\": \"B0DPWW4J2M\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)\", \"asin\": \"B0DQNM7HB8\"},\n {\"title\": \"e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts\", \"asin\": \"B0DRV91Y2T\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n {\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B007ROGQ3C\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\", \"price\": \"$46.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes\", \"asin\": \"B0CYC5MCXZ\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush\", \"asin\": \"B0D4LLQGF1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Automatic Electric Makeup Brush Cleaner\\uff0cElectric Makeup Brush Cleaner (s)\", \"asin\": \"B0F2FB5855\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B078WPCDV1\", \"price\": \"$17.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes\", \"asin\": \"B0855DXKL8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools\", \"asin\": \"B083LX58T8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials\", \"asin\": \"B0CCJYV4FP\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7\"},\n {\"title\": \"Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women\", \"asin\": \"B0DRDGWF5G\", \"price\": \"$22.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:15.363Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"makeup cleaner\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B00U2VQZDS\"\n},\n {\n \"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\"\n},\n {\n \"price\": \"$9.79\"\n},\n {\n \"bullet_list\": \"Twin Pack with 25 count of ultra-soft, pre-moistened Neutrogena Makeup Remover Wipes with a micellar-infused triple emollient formula remove waterproof makeup and cleanses skin while leaving it feeling refreshed, soft, smooth and conditioned Makeup remover face cleansing towelettes work to dissolve all traces of dirt, remove bacteria, impurities, oil and makeup on skin while also removing pollution, sweat and sunscreen, for superior cleansing and makeup removing power at your fingertips Facial cleansing wet wipes are ophthalmologist-, dermatologist-, and allergy-tested and gentle around the eye area. The effective formula removes up to 99% of makeup--even stubborn waterproof mascara--without tugging Makeup remover wipes are disposable and thoroughly cleanse skin, leaving behind no heavy residue so there's no need to rinse Facial cleansing wipes are great to use in a daily beauty or skincare routine for a refreshing self-care experience at-home\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n {\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count\", \"asin\": \"B08MSGRRXR\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\"},\n {\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\"},\n {\"title\": \"Neutrogena Make Up Removing Wipes 100 Cleansing Towelettes\", \"asin\": \"B0053T4HI4\", \"price\": \"$33.05\"},\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\"},\n {\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:22.145Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-02T17:22:22.145Z	click	quantity	rule	2025-04-02T17:22:22.145Z	train	2,509	2025-04-02T17:22:22.145Z	click	quantity	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "makeup cleaner" } ], "product_details": [ { "asin": "B00U2VQZDS" }, { "title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct" }, { "price": "$9.79" }, { "bullet_list": "Twin Pack with 25 count of ultra-soft, pre-moistened Neutrogena Makeup Remover Wipes with a micellar-infused triple emollient formula remove waterproof makeup and cleanses skin while leaving it feeling refreshed, soft, smooth and conditioned Makeup remover face cleansing towelettes work to dissolve all traces of dirt, remove bacteria, impurities, oil and makeup on skin while also removing pollution, sweat and sunscreen, for superior cleansing and makeup removing power at your fingertips Facial cleansing wet wipes are ophthalmologist-, dermatologist-, and allergy-tested and gentle around the eye area. The effective formula removes up to 99% of makeup--even stubborn waterproof mascara--without tugging Makeup remover wipes are disposable and thoroughly cleanse skin, leaving behind no heavy residue so there's no need to rinse Facial cleansing wipes are great to use in a daily beauty or skincare routine for a refreshing self-care experience at-home" } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "promotion_items": [ {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""}, {"title": "Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)", "asin": "B093T3LQPP", "price": "$16.41", "quantity": ""}, {"title": "CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count", "asin": "B09LXWPB1V", "price": "$8.99", "quantity": ""}, {"title": "Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count", "asin": "B08MSGRRXR", "price": "$7.99", "quantity": ""}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""} ], "comparison_items": [ {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79"}, {"title": "Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0195I8XR4", "price": "$5.49"}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79"}, {"title": "Neutrogena Make Up Removing Wipes 100 Cleansing Towelettes", "asin": "B0053T4HI4", "price": "$33.05"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary", "asin": "B01EMYW7BY", "price": "$1.99"}, {"title": "Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct", "asin": "B0009F3O18", "price": "$7.27"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-02T17:22:22.145Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "index": 2509, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"makeup cleaner\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B00U2VQZDS\"\n},\n {\n \"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\"\n},\n {\n \"price\": \"$9.79\"\n},\n {\n \"bullet_list\": \"Twin Pack with 25 count of ultra-soft, pre-moistened Neutrogena Makeup Remover Wipes with a micellar-infused triple emollient formula remove waterproof makeup and cleanses skin while leaving it feeling refreshed, soft, smooth and conditioned Makeup remover face cleansing towelettes work to dissolve all traces of dirt, remove bacteria, impurities, oil and makeup on skin while also removing pollution, sweat and sunscreen, for superior cleansing and makeup removing power at your fingertips Facial cleansing wet wipes are ophthalmologist-, dermatologist-, and allergy-tested and gentle around the eye area. The effective formula removes up to 99% of makeup--even stubborn waterproof mascara--without tugging Makeup remover wipes are disposable and thoroughly cleanse skin, leaving behind no heavy residue so there's no need to rinse Facial cleansing wipes are great to use in a daily beauty or skincare routine for a refreshing self-care experience at-home\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n {\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count\", \"asin\": \"B08MSGRRXR\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\"},\n {\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\"},\n {\"title\": \"Neutrogena Make Up Removing Wipes 100 Cleansing Towelettes\", \"asin\": \"B0053T4HI4\", \"price\": \"$33.05\"},\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\"},\n {\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:22.145Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"makeup cleaner\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n {\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n {\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n {\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1S4WCZL\", \"price\": \"$14.86\", \"quantity\": \"\"},\n {\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B08MJZYW8P\", \"price\": \"$69.00\", \"quantity\": \"\"},\n {\"title\": \"grace & stella Makeup Remover Cleansing Balm - Hydrating Facial Cleanser with Vitamin E for Soft, Nourished Skin - Melt Stubborn Waterproof Make Up, Mascara, Eye Liner - Vegan Skincare (102g/ 4.3 oz)\\n4.3 Ounce (Pack of 1)\", \"asin\": \"B0711QZ9CJ\", \"price\": \"$18.95\", \"quantity\": \"\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\\n3 Piece Set\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1SJ2V43\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"quantity\": \"\"},\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\\n8.4 Fl Oz (Pack of 1)\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\",\n \"asin\": \"B0DDKSQMC4\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed\", \"asin\": \"B0DNZTH62T\", \"price\": \"$7.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B002XZLAWM\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B01EKKATEC\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGABI\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free\", \"asin\": \"B07GBZTC9S\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B06XFQYPQM\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes\", \"asin\": \"B0DPWWNDHN\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)\", \"asin\": \"B07GDH5XKF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush\", \"asin\": \"B0DNZYB92W\", \"price\": \"$30.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)\", \"asin\": \"B0DHWZDR8Z\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)\", \"asin\": \"B0DY65BP1C\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGAXQ\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)\", \"asin\": \"B0BN2PX8V3\", \"price\": \"$17.69\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat \| 2 Pack \| Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon\", \"asin\": \"B09X68966C\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Apr 16 - 23 for Prime members\"},\n {\"title\": \"Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare\", \"asin\": \"B018A0BO92\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz\", \"asin\": \"B08Q3CQM7X\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"beautyblender\\u00ae \| Blendercleanser\\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz\", \"asin\": \"B018W8QN2A\", \"price\": \"$20.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce\", \"asin\": \"B01M31HY3S\", \"price\": \"$12.47\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\\uff0cAutomatic Electric Makeup Brush Cleaner\\uff0cFast & Efficient Cleaner for Brushes (black)\", \"asin\": \"B0DNJCRD3M\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 15 - 28 Only 10 left in stock - order soon.\"},\n {\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)\", \"asin\": \"B083HPKZGX\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle\", \"asin\": \"B0CLYWP6D9\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges\", \"asin\": \"B0DPWW4J2M\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)\", \"asin\": \"B0DQNM7HB8\"},\n {\"title\": \"e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts\", \"asin\": \"B0DRV91Y2T\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n {\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B007ROGQ3C\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\", \"price\": \"$46.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes\", \"asin\": \"B0CYC5MCXZ\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush\", \"asin\": \"B0D4LLQGF1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Automatic Electric Makeup Brush Cleaner\\uff0cElectric Makeup Brush Cleaner (s)\", \"asin\": \"B0F2FB5855\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B078WPCDV1\", \"price\": \"$17.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes\", \"asin\": \"B0855DXKL8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools\", \"asin\": \"B083LX58T8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials\", \"asin\": \"B0CCJYV4FP\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7\"},\n {\"title\": \"Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women\", \"asin\": \"B0DRDGWF5G\", \"price\": \"$22.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:41.692Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-02T17:22:41.692Z	input	Neutrogena Makeup Remover Wipes	rule	2025-04-02T17:22:41.692Z	train	2,510	2025-04-02T17:22:41.692Z	input	Neutrogena Makeup Remover Wipes	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} {"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "makeup cleaner" } ], "cart_items": [ {"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"}, {"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"}, {"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"}, {"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"}, {"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"}, {"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"}, {"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"} ], "promotion_items": [ {"title": "EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\nUnscented16 Fl Oz (Pack of 1)", "asin": "B0D1S4WCZL", "price": "$14.86", "quantity": ""}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B08MJZYW8P", "price": "$69.00", "quantity": ""}, {"title": "grace & stella Makeup Remover Cleansing Balm - Hydrating Facial Cleanser with Vitamin E for Soft, Nourished Skin - Melt Stubborn Waterproof Make Up, Mascara, Eye Liner - Vegan Skincare (102g/ 4.3 oz)\n4.3 Ounce (Pack of 1)", "asin": "B0711QZ9CJ", "price": "$18.95", "quantity": ""}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\n1.7 Ounce (Pack of 1)", "asin": "B07NFC77LL", "price": "$24.00", "quantity": ""}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\n3 Piece Set", "asin": "B0912XYZCZ", "price": "$9.98", "quantity": ""}, {"title": "EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\nUnscented16 Fl Oz (Pack of 1)", "asin": "B0D1SJ2V43", "price": "$19.99", "quantity": ""}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\n1.7 Ounce (Pack of 1)", "asin": "B07NFC77LL", "price": "$24.00", "quantity": ""}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "quantity": ""}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\nSilicone", "asin": "B08P22K36P", "price": "$14.99", "quantity": ""}, {"title": "Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\n8.4 Fl Oz (Pack of 1)", "asin": "B0036SFTK4", "price": "$13.99", "quantity": ""}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""} ], "ads": [ { "title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4" } ], "search_results": [ {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed", "asin": "B0DNZTH62T", "price": "$7.88", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin", "asin": "B002XZLAWM", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B01EKKATEC", "price": "$34.00", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count", "asin": "B017PCGABI", "price": "$8.39", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)", "asin": "B0BWTP599F", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free", "asin": "B07GBZTC9S", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ", "asin": "B0B5MSBFP2", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B06XFQYPQM", "price": "$28.00", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes", "asin": "B0DPWWNDHN", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\uff08Khkai", "asin": "B0CBP9V34Z", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)", "asin": "B07GDH5XKF", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush", "asin": "B0DNZYB92W", "price": "$30.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo", "asin": "B09JLY4RG1", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)", "asin": "B0DHWZDR8Z", "price": "$21.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)", "asin": "B0DY65BP1C", "price": "$19.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count", "asin": "B017PCGAXQ", "price": "$8.39", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)", "asin": "B0BN2PX8V3", "price": "$17.69", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "MINTHE\u2122 Makeup Brush Cleaner Mat \| 2 Pack \| Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning", "asin": "B0CC78X56Z", "price": "$3.25", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon", "asin": "B09X68966C", "price": "$48.00", "delivery": "FREE delivery Apr 16 - 23 for Prime members"}, {"title": "Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare", "asin": "B018A0BO92", "price": "$39.00", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz", "asin": "B08Q3CQM7X", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "beautyblender\u00ae \| Blendercleanser\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz", "asin": "B018W8QN2A", "price": "$20.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce", "asin": "B01M31HY3S", "price": "$12.47", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\uff0cAutomatic Electric Makeup Brush Cleaner\uff0cFast & Efficient Cleaner for Brushes (black)", "asin": "B0DNJCRD3M", "price": "$13.99", "delivery": "FREE delivery Apr 15 - 28 Only 10 left in stock - order soon."}, {"title": "e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free", "asin": "B0DM138D4W", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)", "asin": "B083HPKZGX", "price": "$27.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle", "asin": "B0CLYWP6D9", "price": "$6.73", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges", "asin": "B0DPWW4J2M", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)", "asin": "B0DQNM7HB8"}, {"title": "e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin", "asin": "B08TQTT8LK", "price": "$10.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts", "asin": "B0DRV91Y2T", "price": "$16.99", "delivery": "FREE delivery Tue, Apr 8 for Prime members"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B007ROGQ3C", "price": "$13.49", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4", "price": "$46.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"}, {"title": "Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes", "asin": "B0CYC5MCXZ", "price": "$18.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes", "asin": "B07X5VNCRG", "price": "$7.19", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush", "asin": "B0D4LLQGF1", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Automatic Electric Makeup Brush Cleaner\uff0cElectric Makeup Brush Cleaner (s)", "asin": "B0F2FB5855", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count", "asin": "B078WPCDV1", "price": "$17.94", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes", "asin": "B0855DXKL8", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools", "asin": "B083LX58T8", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials", "asin": "B0CCJYV4FP", "price": "$6.99", "delivery": "FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7"}, {"title": "Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women", "asin": "B0DRDGWF5G", "price": "$22.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-02T17:22:41.692Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>Neutrogena Makeup Remover Wipes</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>Neutrogena Makeup Remover Wipes</answer_argument>", "index": 2510, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"makeup cleaner\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n {\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n {\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n {\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1S4WCZL\", \"price\": \"$14.86\", \"quantity\": \"\"},\n {\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B08MJZYW8P\", \"price\": \"$69.00\", \"quantity\": \"\"},\n {\"title\": \"grace & stella Makeup Remover Cleansing Balm - Hydrating Facial Cleanser with Vitamin E for Soft, Nourished Skin - Melt Stubborn Waterproof Make Up, Mascara, Eye Liner - Vegan Skincare (102g/ 4.3 oz)\\n4.3 Ounce (Pack of 1)\", \"asin\": \"B0711QZ9CJ\", \"price\": \"$18.95\", \"quantity\": \"\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\\n3 Piece Set\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1SJ2V43\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"quantity\": \"\"},\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\\n8.4 Fl Oz (Pack of 1)\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\",\n \"asin\": \"B0DDKSQMC4\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed\", \"asin\": \"B0DNZTH62T\", \"price\": \"$7.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B002XZLAWM\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B01EKKATEC\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGABI\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free\", \"asin\": \"B07GBZTC9S\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B06XFQYPQM\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes\", \"asin\": \"B0DPWWNDHN\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)\", \"asin\": \"B07GDH5XKF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush\", \"asin\": \"B0DNZYB92W\", \"price\": \"$30.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)\", \"asin\": \"B0DHWZDR8Z\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)\", \"asin\": \"B0DY65BP1C\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGAXQ\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)\", \"asin\": \"B0BN2PX8V3\", \"price\": \"$17.69\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat \| 2 Pack \| Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon\", \"asin\": \"B09X68966C\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Apr 16 - 23 for Prime members\"},\n {\"title\": \"Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare\", \"asin\": \"B018A0BO92\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz\", \"asin\": \"B08Q3CQM7X\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"beautyblender\\u00ae \| Blendercleanser\\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz\", \"asin\": \"B018W8QN2A\", \"price\": \"$20.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce\", \"asin\": \"B01M31HY3S\", \"price\": \"$12.47\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\\uff0cAutomatic Electric Makeup Brush Cleaner\\uff0cFast & Efficient Cleaner for Brushes (black)\", \"asin\": \"B0DNJCRD3M\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 15 - 28 Only 10 left in stock - order soon.\"},\n {\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)\", \"asin\": \"B083HPKZGX\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle\", \"asin\": \"B0CLYWP6D9\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges\", \"asin\": \"B0DPWW4J2M\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)\", \"asin\": \"B0DQNM7HB8\"},\n {\"title\": \"e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts\", \"asin\": \"B0DRV91Y2T\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n {\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B007ROGQ3C\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\", \"price\": \"$46.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes\", \"asin\": \"B0CYC5MCXZ\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush\", \"asin\": \"B0D4LLQGF1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Automatic Electric Makeup Brush Cleaner\\uff0cElectric Makeup Brush Cleaner (s)\", \"asin\": \"B0F2FB5855\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B078WPCDV1\", \"price\": \"$17.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes\", \"asin\": \"B0855DXKL8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools\", \"asin\": \"B083LX58T8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials\", \"asin\": \"B0CCJYV4FP\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7\"},\n {\"title\": \"Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women\", \"asin\": \"B0DRDGWF5G\", \"price\": \"$22.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:41.692Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Neutrogena Makeup Remover Wipes\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n {\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n {\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n {\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07FLD6T6Q\", \"price\": \"$10.49\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B004RRGC0O\", \"price\": \"$6.87\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct\\nWipes21 Count (Pack of 3)\", \"asin\": \"B0058BJMPU\", \"price\": \"$17.97\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\\nWipes25 Count (Pack of 1)\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\\nWipes25 Count (Pack of 3)\", \"asin\": \"B0884VMYG4\", \"price\": \"$30.43\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (200ml)\\n6.8 Fl Oz (Pack of 1)\", \"asin\": \"B09YBD1N7G\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\\nWipes25 Count (Pack of 1)\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n {\"title\": \"Lanc\\u00f4me Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup\\n4.23 Fl Oz (Pack of 1)\", \"asin\": \"B01GR1M1TS\", \"price\": \"$30.60\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct.\\\" Rated 4.8 out of 5 stars by 10746 reviews. Eligible for Prime.\",\n \"asin\": \"B0722L6H9C\"\n},\n {\n \"title\": \"Go to detail page for \\\"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct.\\\" Rated 4.8 out of 5 stars by 108854 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B00U2VQZDS\"\n},\n {\n \"title\": \"Go to detail page for \\\"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct.\\\" Rated 4.7 out of 5 stars by 14725 reviews. Eligible for Prime.\",\n \"asin\": \"B07XC569XF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct\", \"asin\": \"B07GKVBQDG\", \"price\": \"$6.88\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)\", \"asin\": \"B07FLD6T6Q\", \"price\": \"$10.49\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Day & Night Facial Cleansing Wipes, Makeup Remover Face Cleansing Towelettes & Night Calming Facial Cloths, 100% Plant Based Fibers Wipe Away Dirt & Oil, (3 Packs of 25)\", \"asin\": \"B084K5HNCB\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B07HHCB2XG\", \"price\": \"$15.68\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Makeup Remover Wipes, Facial Cleansing Wipes Suitable for Oily & Acne Prone Skin, Wipes Away Bacteria, Dirt & Oil, Scented Facial Wipes with Pink Grapefruit Extract, 50 Count\", \"asin\": \"B00IY538V6\", \"price\": \"$14.77\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup\", \"asin\": \"B01GR1M1TS\", \"price\": \"$30.60\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Disinfecting Wipes Value Pack, Bleach Free Cleaning Wipes, 75 Count Each, Pack of 2, Packaging May Vary\", \"asin\": \"B0CKGBWW8D\", \"price\": \"$9.68\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Neutrogena Hydroboost Facial Cleansing & Makeup Remover Wipes With Hyaluronic Acid, Twin Pack, 25 Ct, 25 count (Pack of 4)\", \"asin\": \"B08MLPR5HH\", \"price\": \"$36.98\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 6)\", \"asin\": \"B00ET04BGQ\", \"price\": \"$34.14\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 17 left in stock - order soon.\"},\n {\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct (5 pack + 3 Bonus Pouches)\", \"asin\": \"B07MJDSJLH\", \"price\": \"$38.90\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 19 left in stock - order soon.\"},\n {\"title\": \"Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 5)+ 1 travel size (7ct.)\", \"asin\": \"B0190UX1HO\", \"price\": \"$30.99\", \"delivery\": \"FREE delivery Apr 14 - 18 Or fastest delivery Apr 9 - 10 Only 20 left in stock - order soon.\"},\n {\"title\": \"Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct\", \"asin\": \"B004RRGC0O\", \"price\": \"$6.87\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Makeup Remover Cleansing Towelettes Combo Pack, 1-25 Count Tub, Plus 2-25 Count Refills\", \"asin\": \"B00PJ29NXE\", \"price\": \"$31.98\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Makeup Remover Cleansing Towelettes and Face Wipes (132 Count)\", \"asin\": \"B09XTML2KX\", \"price\": \"$39.60\", \"delivery\": \"FREE delivery Apr 9 - 10 Or fastest delivery Sat, Apr 5\"},\n {\"title\": \"Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Remover Wipes,125 Cleansing Towelettes, Ultra-Soft Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Plant-Based, Flip-Top Packs, 25 ct (Pack of 5)\", \"asin\": \"B092S2676M\", \"price\": \"$24.24\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 2 left in stock - order soon.\"},\n {\"title\": \"Makeup Remover Wipes, NeutrogeneDay & Night Calming Wipes Ultra-Soft Cleansing Facial Towelettes for Makeup, Alcohol-Free, Plant-Based, 125 Count (Pack of 5) With Travel Case, Great Gift Idea\", \"asin\": \"B0DK4B2KFC\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct\", \"asin\": \"B0058BJMPU\", \"price\": \"$17.97\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct\", \"asin\": \"B005IHTE8O\", \"price\": \"$5.49\", \"delivery\": \" FREE delivery Today 4 PM - 5 PM on orders over $35 Or FREE pickup with grocery subscription\"},\n {\"title\": \"Make Up Removing Wipes 100 Cleansing Towelettes\", \"asin\": \"B0053T4HI4\", \"price\": \"$33.05\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Apr 11 - 15 Only 7 left in stock - order soon.\"},\n {\"title\": \"Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 5.5 fl. oz\", \"asin\": \"B000NWAOHE\", \"price\": \"$7.17\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Make Up Remover Wipes, Fragrance Free, 25 Count, Pack of 2 (Previously Solimo)\", \"asin\": \"B0864QL8CM\", \"price\": \"$8.13\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 3)\", \"asin\": \"B07NGSVS8C\"},\n {\"title\": \"Fragrance-Free Makeup Remover Cleansing Towelette Singles, Individually-Wrapped Daily Face Wipes 20 ct\", \"asin\": \"B07XSB69XJ\"},\n {\"title\": \"Make Up Removing Wipes, 200 Cleansing Towelettes\", \"asin\": \"B074HNKTG1\"},\n {\"title\": \"Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 2)\", \"asin\": \"B07NGRLNB8\"},\n {\"title\": \"(25 ct., 5 pk.) Makeup Remover & Night Calming Cleansing Towelettes. Makeup Remover Wipes\", \"asin\": \"B0DPNF1PP5\"},\n {\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0010XUU9M\"},\n {\"title\": \"Make-Up Remover Towelettes 25 Count (Refill)\", \"asin\": \"B007P7QM12\"},\n {\"title\": \"Makeup Remover Cleansing Face Wipes, Daily Cleansing Facial Towelettes to Remove Waterproof Makeup and Mascara, Alcohol-Free, Value Twin Pack, 25 count, 2 Pack\", \"asin\": \"B0182G7AQ0\"},\n {\"title\": \"Gentle Facial Cleansing Wipes, Ultra-Soft Micellar Cleansing Wipes for Effortless Cleansing Made Gentle, Fragrance Free Face Wipes for Sensitive Skin, Hypoallergenic, 25 ct\", \"asin\": \"B0DV7TK5L3\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\", \"asin\": \"B0884VMYG4\", \"price\": \"$30.43\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 1 left in stock - order soon.\"},\n {\"title\": \"Makeup Remover Ultra-Soft Cleansing Towelettes 25 Count (Pack of 3)\", \"asin\": \"B00D25IVVK\", \"price\": \"$14.91\", \"delivery\": \"FREE delivery Apr 15 - 18 Or fastest delivery Mon, Apr 7\"},\n {\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B07TMQDDMP\"},\n {\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Special Edition Care with Pride Packaging, 25 ct.\", \"asin\": \"B0861BGQZB\", \"price\": \"$8.35\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 3 left in stock - order soon.\"},\n {\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes To Remove Dirt, Oil, Waterproof Mascara & Makeup Including Stubborn Halloween Makeup, Gentle, Alcohol-free, 25.0 count\", \"asin\": \"B08G55L516\", \"price\": \"$18.36\", \"delivery\": \"FREE delivery Fri, Apr 11 Only 16 left in stock - order soon.\"},\n {\"title\": \"Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct (Pack of 2)\", \"asin\": \"B001OMI9HE\"},\n {\"title\": \"Night Calming Cleansing Makeup Remover Face Wipes, Disposable Nighttime Facial Towelettes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Alcohol-Free, 25 ct\", \"asin\": \"B01N1J23VV\"},\n {\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct\", \"asin\": \"B01KLK5CVK\"},\n {\"title\": \"Neutrogena Ultra-Soft Makeup Remover Cleansing Towelettes Singles: Plant-Based, 7.2x6.4 inches - 20 Count (Pack of 2)\", \"asin\": \"B0D54L1P4Y\"},\n {\"title\": \"Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Makeup Remover Facial Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, Individually Wrapped, 20 ct\", \"asin\": \"B08B6PN2G4\"},\n {\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\", \"asin\": \"B001E96NYS\"},\n {\"title\": \"Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:13.218Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-02T17:23:13.218Z	click	nav_bar	rule	2025-04-02T17:23:13.218Z	train	2,511	2025-04-02T17:23:13.218Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} {"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "Neutrogena Makeup Remover Wipes" } ], "cart_items": [ {"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"}, {"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"}, {"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"}, {"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"}, {"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"}, {"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"}, {"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"} ], "promotion_items": [ {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\nWipes50 Count (Pack of 1)", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)\nWipes50 Count (Pack of 1)", "asin": "B07FLD6T6Q", "price": "$10.49", "quantity": ""}, {"title": "Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\nWipes25 Count (Pack of 1)", "asin": "B0195I8XR4", "price": "$5.49", "quantity": ""}, {"title": "Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\nWipes25 Count (Pack of 1)", "asin": "B0009F3O18", "price": "$7.27", "quantity": ""}, {"title": "Neutrogena Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct\nWipes25 Count (Pack of 1)", "asin": "B004RRGC0O", "price": "$6.87", "quantity": ""}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct\nWipes21 Count (Pack of 3)", "asin": "B0058BJMPU", "price": "$17.97", "quantity": ""}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\nWipes50 Count (Pack of 1)", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\nWipes25 Count (Pack of 1)", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""}, {"title": "Neutrogena Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\nWipes25 Count (Pack of 3)", "asin": "B0884VMYG4", "price": "$30.43", "quantity": ""}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (200ml)\n6.8 Fl Oz (Pack of 1)", "asin": "B09YBD1N7G", "price": "$65.00", "quantity": ""}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\nWipes25 Count (Pack of 1)", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""}, {"title": "Lanc\u00f4me Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup\n4.23 Fl Oz (Pack of 1)", "asin": "B01GR1M1TS", "price": "$30.60", "quantity": ""} ], "ads": [ { "title": "Go to detail page for \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct.\" Rated 4.8 out of 5 stars by 10746 reviews. Eligible for Prime.", "asin": "B0722L6H9C" }, { "title": "Go to detail page for \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct.\" Rated 4.8 out of 5 stars by 108854 reviews. Eligible for Prime. Best seller.", "asin": "B00U2VQZDS" }, { "title": "Go to detail page for \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct.\" Rated 4.7 out of 5 stars by 14725 reviews. Eligible for Prime.", "asin": "B07XC569XF" } ], "search_results": [ {"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct", "asin": "B07GKVBQDG", "price": "$6.88", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)", "asin": "B07FLD6T6Q", "price": "$10.49", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Day & Night Facial Cleansing Wipes, Makeup Remover Face Cleansing Towelettes & Night Calming Facial Cloths, 100% Plant Based Fibers Wipe Away Dirt & Oil, (3 Packs of 25)", "asin": "B084K5HNCB", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin", "asin": "B08TQTT8LK", "price": "$10.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count", "asin": "B07HHCB2XG", "price": "$15.68", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0195I8XR4", "price": "$5.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Makeup Remover Wipes, Facial Cleansing Wipes Suitable for Oily & Acne Prone Skin, Wipes Away Bacteria, Dirt & Oil, Scented Facial Wipes with Pink Grapefruit Extract, 50 Count", "asin": "B00IY538V6", "price": "$14.77", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct", "asin": "B0009F3O18", "price": "$7.27", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary", "asin": "B01EMYW7BY", "price": "$1.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup", "asin": "B01GR1M1TS", "price": "$30.60", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"}, {"title": "Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin", "asin": "B0036SFTK4", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Disinfecting Wipes Value Pack, Bleach Free Cleaning Wipes, 75 Count Each, Pack of 2, Packaging May Vary", "asin": "B0CKGBWW8D", "price": "$9.68", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack", "asin": "B00MLBPDQ2", "price": "$33.54", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Neutrogena Hydroboost Facial Cleansing & Makeup Remover Wipes With Hyaluronic Acid, Twin Pack, 25 Ct, 25 count (Pack of 4)", "asin": "B08MLPR5HH", "price": "$36.98", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 6)", "asin": "B00ET04BGQ", "price": "$34.14", "delivery": "FREE delivery Sat, Apr 5 Only 17 left in stock - order soon."}, {"title": "Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct (5 pack + 3 Bonus Pouches)", "asin": "B07MJDSJLH", "price": "$38.90", "delivery": "FREE delivery Sat, Apr 5 Only 19 left in stock - order soon."}, {"title": "Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 5)+ 1 travel size (7ct.)", "asin": "B0190UX1HO", "price": "$30.99", "delivery": "FREE delivery Apr 14 - 18 Or fastest delivery Apr 9 - 10 Only 20 left in stock - order soon."}, {"title": "Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct", "asin": "B004RRGC0O", "price": "$6.87", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Makeup Remover Cleansing Towelettes Combo Pack, 1-25 Count Tub, Plus 2-25 Count Refills", "asin": "B00PJ29NXE", "price": "$31.98", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Makeup Remover Cleansing Towelettes and Face Wipes (132 Count)", "asin": "B09XTML2KX", "price": "$39.60", "delivery": "FREE delivery Apr 9 - 10 Or fastest delivery Sat, Apr 5"}, {"title": "Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Remover Wipes,125 Cleansing Towelettes, Ultra-Soft Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Plant-Based, Flip-Top Packs, 25 ct (Pack of 5)", "asin": "B092S2676M", "price": "$24.24", "delivery": "FREE delivery Sat, Apr 5 Only 2 left in stock - order soon."}, {"title": "Makeup Remover Wipes, NeutrogeneDay & Night Calming Wipes Ultra-Soft Cleansing Facial Towelettes for Makeup, Alcohol-Free, Plant-Based, 125 Count (Pack of 5) With Travel Case, Great Gift Idea", "asin": "B0DK4B2KFC", "price": "$28.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct", "asin": "B0058BJMPU", "price": "$17.97", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct", "asin": "B005IHTE8O", "price": "$5.49", "delivery": " FREE delivery Today 4 PM - 5 PM on orders over $35 Or FREE pickup with grocery subscription"}, {"title": "Make Up Removing Wipes 100 Cleansing Towelettes", "asin": "B0053T4HI4", "price": "$33.05", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Apr 11 - 15 Only 7 left in stock - order soon."}, {"title": "Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 5.5 fl. oz", "asin": "B000NWAOHE", "price": "$7.17", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Make Up Remover Wipes, Fragrance Free, 25 Count, Pack of 2 (Previously Solimo)", "asin": "B0864QL8CM", "price": "$8.13", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 3)", "asin": "B07NGSVS8C"}, {"title": "Fragrance-Free Makeup Remover Cleansing Towelette Singles, Individually-Wrapped Daily Face Wipes 20 ct", "asin": "B07XSB69XJ"}, {"title": "Make Up Removing Wipes, 200 Cleansing Towelettes", "asin": "B074HNKTG1"}, {"title": "Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 2)", "asin": "B07NGRLNB8"}, {"title": "(25 ct., 5 pk.) Makeup Remover & Night Calming Cleansing Towelettes. Makeup Remover Wipes", "asin": "B0DPNF1PP5"}, {"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0010XUU9M"}, {"title": "Make-Up Remover Towelettes 25 Count (Refill)", "asin": "B007P7QM12"}, {"title": "Makeup Remover Cleansing Face Wipes, Daily Cleansing Facial Towelettes to Remove Waterproof Makeup and Mascara, Alcohol-Free, Value Twin Pack, 25 count, 2 Pack", "asin": "B0182G7AQ0"}, {"title": "Gentle Facial Cleansing Wipes, Ultra-Soft Micellar Cleansing Wipes for Effortless Cleansing Made Gentle, Fragrance Free Face Wipes for Sensitive Skin, Hypoallergenic, 25 ct", "asin": "B0DV7TK5L3", "price": "$6.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)", "asin": "B0884VMYG4", "price": "$30.43", "delivery": "FREE delivery Sat, Apr 5 Only 1 left in stock - order soon."}, {"title": "Makeup Remover Ultra-Soft Cleansing Towelettes 25 Count (Pack of 3)", "asin": "B00D25IVVK", "price": "$14.91", "delivery": "FREE delivery Apr 15 - 18 Or fastest delivery Mon, Apr 7"}, {"title": "Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 25 ct", "asin": "B07TMQDDMP"}, {"title": "Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Special Edition Care with Pride Packaging, 25 ct.", "asin": "B0861BGQZB", "price": "$8.35", "delivery": "FREE delivery Thu, Apr 10 Only 3 left in stock - order soon."}, {"title": "Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes To Remove Dirt, Oil, Waterproof Mascara & Makeup Including Stubborn Halloween Makeup, Gentle, Alcohol-free, 25.0 count", "asin": "B08G55L516", "price": "$18.36", "delivery": "FREE delivery Fri, Apr 11 Only 16 left in stock - order soon."}, {"title": "Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct (Pack of 2)", "asin": "B001OMI9HE"}, {"title": "Night Calming Cleansing Makeup Remover Face Wipes, Disposable Nighttime Facial Towelettes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Alcohol-Free, 25 ct", "asin": "B01N1J23VV"}, {"title": "Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct", "asin": "B01KLK5CVK"}, {"title": "Neutrogena Ultra-Soft Makeup Remover Cleansing Towelettes Singles: Plant-Based, 7.2x6.4 inches - 20 Count (Pack of 2)", "asin": "B0D54L1P4Y"}, {"title": "Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Remover Facial Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, Individually Wrapped, 20 ct", "asin": "B08B6PN2G4"}, {"title": "Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)", "asin": "B001E96NYS"}, {"title": "Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count", "asin": "B09LXWPB1V", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-02T17:23:13.218Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2511, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"Neutrogena Makeup Remover Wipes\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n {\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n {\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n {\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07FLD6T6Q\", \"price\": \"$10.49\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B004RRGC0O\", \"price\": \"$6.87\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct\\nWipes21 Count (Pack of 3)\", \"asin\": \"B0058BJMPU\", \"price\": \"$17.97\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\\nWipes25 Count (Pack of 1)\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\\nWipes25 Count (Pack of 3)\", \"asin\": \"B0884VMYG4\", \"price\": \"$30.43\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (200ml)\\n6.8 Fl Oz (Pack of 1)\", \"asin\": \"B09YBD1N7G\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\\nWipes25 Count (Pack of 1)\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n {\"title\": \"Lanc\\u00f4me Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup\\n4.23 Fl Oz (Pack of 1)\", \"asin\": \"B01GR1M1TS\", \"price\": \"$30.60\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct.\\\" Rated 4.8 out of 5 stars by 10746 reviews. Eligible for Prime.\",\n \"asin\": \"B0722L6H9C\"\n},\n {\n \"title\": \"Go to detail page for \\\"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct.\\\" Rated 4.8 out of 5 stars by 108854 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B00U2VQZDS\"\n},\n {\n \"title\": \"Go to detail page for \\\"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct.\\\" Rated 4.7 out of 5 stars by 14725 reviews. Eligible for Prime.\",\n \"asin\": \"B07XC569XF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct\", \"asin\": \"B07GKVBQDG\", \"price\": \"$6.88\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)\", \"asin\": \"B07FLD6T6Q\", \"price\": \"$10.49\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Day & Night Facial Cleansing Wipes, Makeup Remover Face Cleansing Towelettes & Night Calming Facial Cloths, 100% Plant Based Fibers Wipe Away Dirt & Oil, (3 Packs of 25)\", \"asin\": \"B084K5HNCB\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B07HHCB2XG\", \"price\": \"$15.68\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Makeup Remover Wipes, Facial Cleansing Wipes Suitable for Oily & Acne Prone Skin, Wipes Away Bacteria, Dirt & Oil, Scented Facial Wipes with Pink Grapefruit Extract, 50 Count\", \"asin\": \"B00IY538V6\", \"price\": \"$14.77\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup\", \"asin\": \"B01GR1M1TS\", \"price\": \"$30.60\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Disinfecting Wipes Value Pack, Bleach Free Cleaning Wipes, 75 Count Each, Pack of 2, Packaging May Vary\", \"asin\": \"B0CKGBWW8D\", \"price\": \"$9.68\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Neutrogena Hydroboost Facial Cleansing & Makeup Remover Wipes With Hyaluronic Acid, Twin Pack, 25 Ct, 25 count (Pack of 4)\", \"asin\": \"B08MLPR5HH\", \"price\": \"$36.98\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 6)\", \"asin\": \"B00ET04BGQ\", \"price\": \"$34.14\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 17 left in stock - order soon.\"},\n {\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct (5 pack + 3 Bonus Pouches)\", \"asin\": \"B07MJDSJLH\", \"price\": \"$38.90\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 19 left in stock - order soon.\"},\n {\"title\": \"Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 5)+ 1 travel size (7ct.)\", \"asin\": \"B0190UX1HO\", \"price\": \"$30.99\", \"delivery\": \"FREE delivery Apr 14 - 18 Or fastest delivery Apr 9 - 10 Only 20 left in stock - order soon.\"},\n {\"title\": \"Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct\", \"asin\": \"B004RRGC0O\", \"price\": \"$6.87\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Makeup Remover Cleansing Towelettes Combo Pack, 1-25 Count Tub, Plus 2-25 Count Refills\", \"asin\": \"B00PJ29NXE\", \"price\": \"$31.98\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Makeup Remover Cleansing Towelettes and Face Wipes (132 Count)\", \"asin\": \"B09XTML2KX\", \"price\": \"$39.60\", \"delivery\": \"FREE delivery Apr 9 - 10 Or fastest delivery Sat, Apr 5\"},\n {\"title\": \"Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Remover Wipes,125 Cleansing Towelettes, Ultra-Soft Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Plant-Based, Flip-Top Packs, 25 ct (Pack of 5)\", \"asin\": \"B092S2676M\", \"price\": \"$24.24\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 2 left in stock - order soon.\"},\n {\"title\": \"Makeup Remover Wipes, NeutrogeneDay & Night Calming Wipes Ultra-Soft Cleansing Facial Towelettes for Makeup, Alcohol-Free, Plant-Based, 125 Count (Pack of 5) With Travel Case, Great Gift Idea\", \"asin\": \"B0DK4B2KFC\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct\", \"asin\": \"B0058BJMPU\", \"price\": \"$17.97\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n {\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct\", \"asin\": \"B005IHTE8O\", \"price\": \"$5.49\", \"delivery\": \" FREE delivery Today 4 PM - 5 PM on orders over $35 Or FREE pickup with grocery subscription\"},\n {\"title\": \"Make Up Removing Wipes 100 Cleansing Towelettes\", \"asin\": \"B0053T4HI4\", \"price\": \"$33.05\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Apr 11 - 15 Only 7 left in stock - order soon.\"},\n {\"title\": \"Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 5.5 fl. oz\", \"asin\": \"B000NWAOHE\", \"price\": \"$7.17\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n {\"title\": \"Make Up Remover Wipes, Fragrance Free, 25 Count, Pack of 2 (Previously Solimo)\", \"asin\": \"B0864QL8CM\", \"price\": \"$8.13\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 3)\", \"asin\": \"B07NGSVS8C\"},\n {\"title\": \"Fragrance-Free Makeup Remover Cleansing Towelette Singles, Individually-Wrapped Daily Face Wipes 20 ct\", \"asin\": \"B07XSB69XJ\"},\n {\"title\": \"Make Up Removing Wipes, 200 Cleansing Towelettes\", \"asin\": \"B074HNKTG1\"},\n {\"title\": \"Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 2)\", \"asin\": \"B07NGRLNB8\"},\n {\"title\": \"(25 ct., 5 pk.) Makeup Remover & Night Calming Cleansing Towelettes. Makeup Remover Wipes\", \"asin\": \"B0DPNF1PP5\"},\n {\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0010XUU9M\"},\n {\"title\": \"Make-Up Remover Towelettes 25 Count (Refill)\", \"asin\": \"B007P7QM12\"},\n {\"title\": \"Makeup Remover Cleansing Face Wipes, Daily Cleansing Facial Towelettes to Remove Waterproof Makeup and Mascara, Alcohol-Free, Value Twin Pack, 25 count, 2 Pack\", \"asin\": \"B0182G7AQ0\"},\n {\"title\": \"Gentle Facial Cleansing Wipes, Ultra-Soft Micellar Cleansing Wipes for Effortless Cleansing Made Gentle, Fragrance Free Face Wipes for Sensitive Skin, Hypoallergenic, 25 ct\", \"asin\": \"B0DV7TK5L3\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n {\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\", \"asin\": \"B0884VMYG4\", \"price\": \"$30.43\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 1 left in stock - order soon.\"},\n {\"title\": \"Makeup Remover Ultra-Soft Cleansing Towelettes 25 Count (Pack of 3)\", \"asin\": \"B00D25IVVK\", \"price\": \"$14.91\", \"delivery\": \"FREE delivery Apr 15 - 18 Or fastest delivery Mon, Apr 7\"},\n {\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B07TMQDDMP\"},\n {\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Special Edition Care with Pride Packaging, 25 ct.\", \"asin\": \"B0861BGQZB\", \"price\": \"$8.35\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 3 left in stock - order soon.\"},\n {\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes To Remove Dirt, Oil, Waterproof Mascara & Makeup Including Stubborn Halloween Makeup, Gentle, Alcohol-free, 25.0 count\", \"asin\": \"B08G55L516\", \"price\": \"$18.36\", \"delivery\": \"FREE delivery Fri, Apr 11 Only 16 left in stock - order soon.\"},\n {\"title\": \"Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct (Pack of 2)\", \"asin\": \"B001OMI9HE\"},\n {\"title\": \"Night Calming Cleansing Makeup Remover Face Wipes, Disposable Nighttime Facial Towelettes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Alcohol-Free, 25 ct\", \"asin\": \"B01N1J23VV\"},\n {\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct\", \"asin\": \"B01KLK5CVK\"},\n {\"title\": \"Neutrogena Ultra-Soft Makeup Remover Cleansing Towelettes Singles: Plant-Based, 7.2x6.4 inches - 20 Count (Pack of 2)\", \"asin\": \"B0D54L1P4Y\"},\n {\"title\": \"Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Makeup Remover Facial Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, Individually Wrapped, 20 ct\", \"asin\": \"B08B6PN2G4\"},\n {\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\", \"asin\": \"B001E96NYS\"},\n {\"title\": \"Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:13.218Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:14.102Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-02T17:23:14.102Z	click	nav_bar	rule	2025-04-02T17:23:14.102Z	train	2,512	2025-04-02T17:23:14.102Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} {"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"} {"timestamp": "2025-04-02T17:23:13.218Z", "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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-02T17:23:14.102Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2512, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:14.102Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea\", \"asin\": \"B0B2RM68G2\", \"price\": \"$19.00\", \"quantity\": \"\"},\n {\"title\": \"Medicube Zero Pore Pads 2.0, Dual-Textured Facial Toner Pads for Exfoliation and Pore Care with 4.5% AHA Lactic Acid & 0.45% BHA Salicylic Acid, Ideal for All Skin Types, Korean Skin Care (70 Pads)\", \"asin\": \"B09V7Z4TJG\", \"price\": \"$17.90\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct\", \"asin\": \"B07GKVBQDG\", \"price\": \"$6.88\", \"quantity\": \"\"},\n {\"title\": \"Goli Ashwagandha & Vitamin D Gummy - 60 Count - Mixed Berry, KSM-66, Vegan, Plant Based, Non-GMO, Gluten-Free & Gelatin Free Relax. Restore. Unwind, Pack of 1\", \"asin\": \"B094T2BZCK\", \"price\": \"$14.98\", \"quantity\": \"\"},\n {\"title\": \"SkinSmart Facial Cleanser for Acne, Targets Bacteria for Active Teenage Athletes Post Workout and Adult Acne, 8 oz Spray Bottle, Safe for Multiple Daily Uses\", \"asin\": \"B07VRFC3Y7\", \"price\": \"$17.46\", \"quantity\": \"\"},\n {\"title\": \"ANUA Heartleaf Quercetinol Pore Deep Cleansing Foam, Facial Cleanser, for Double Cleansing, BHA, Hyaluronic Acid, Glycerin, Face Wash, Blackhead Remover, Korean Skincare (150ml/5.07 fl.oz.)\", \"asin\": \"B0BVV8BNYJ\", \"price\": \"$13.00\", \"quantity\": \"\"},\n {\"title\": \"ANUA Niacinamide 10 + TXA 4 Serum, Hyaluronic Acid, Tranexamic acid, Vitamin B12, Facial Serum for Glass Skin, Clarifying, Radiant Complexion with Natural Color, Korean Skin Care (30ml /1.01 fl.oz)\", \"asin\": \"B0CLLV2T1P\", \"price\": \"$22.00\", \"quantity\": \"\"},\n {\"title\": \"2 Pack European Plug Adapter USB C, TESSAN US to Europe Adapter 4 Outlets 3 USB Charger, Type C International Power Adaptor to Italy Spain France Portugal Iceland Germany, Europe Travel Essentials\", \"asin\": \"B0B27HX6P7\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Combat Max 12 Month Roach Killing Bait, Small Roach Bait Station, Child-Resistant, 18 Count\", \"asin\": \"B000KL1LDE\", \"price\": \"$9.44\", \"quantity\": \"\"},\n {\"title\": \"medicube Salmon DNA PDRN pink collagen jelly gel mask \| overnight face mask for glass glow skin- elasticity, hydrating, firming and moisturizing \| korean skincare, 28g, 4ea\", \"asin\": \"B0DGTMR754\", \"price\": \"$17.90\", \"quantity\": \"\"},\n {\"title\": \"Hair Shampoo Henna Black - Colour and Shine - 300 Ml / Natural & Organic\", \"asin\": \"B00BDJJEPO\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"medicube Deep Vitamin C Golden Capsule Face Moisturizer - Liposome Capsules For Wrinkles, Skin Radiance - Transparent Gel for Glow Hydration - Korean Skin Care 1.94 oz\", \"asin\": \"B0D2Z3GGCY\", \"price\": \"$19.90\", \"quantity\": \"\"},\n {\"title\": \"Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue\", \"asin\": \"B0011FJPAY\", \"price\": \"$1.49\", \"quantity\": \"\"},\n {\"title\": \"BAGSMART Toiletry Bag Travel Bag with Hanging Hook, Water-resistant Makeup Cosmetic Bag Travel Organizer for Accessories, Shampoo, Full-size Container, Toiletries (Baby Pink, Medium)\", \"asin\": \"/promo/A16CZSG7KNPJT3\", \"price\": \"$16.99\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Cream\"}, {\"Size\": \"8 Set\"}]},\n {\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Beige\"}, {\"Size\": \"8Set\"}]},\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"7 Count (Pack of 3)\"}]},\n {\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"delivery\": \"FREE delivery Sat, Apr 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n {\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"42 Count (Pack of 1)\"}]},\n {\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"Reedle Shot 100\"}]},\n {\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"Cica Daily Soothing Mask\"}]},\n {\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"2.1 Ounce (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Ninja BC151BK Blast Portable Blender, Cordless, 18oz. Vessel, Personal Blender-for Shakes & Smoothies, BPA Free, Leakproof-Lid & Sip Spout, USB-C Rechargeable, Dishwasher Safe Parts, Black\", \"asin\": \"B0C2FF4JD1\", \"options\": [{\"Color\": \"Black\"}]},\n {\"title\": \"Crocs Unisex-Adult Crush Clog, Black, 7 Women/5 Men\", \"asin\": \"B09GHFJHMD\", \"price\": \"$44.95\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"7 Women/5 Men\"}]},\n {\"title\": \"Windshield Sun Shade - Car Sun Shade Windshield, Reflector Sunshade Offers Ultimate Protection for Car Interior\", \"asin\": \"B0CSFGH2XG\", \"options\": [{\"Size\": \"Small(55*28 inch)\"}]},\n {\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"options\": [{\"Style\": \"No. 5\"}]},\n {\"title\": \"HANDPICK Japanese Organic Matcha Green Tea Powder (100 Servings) - Authentic Premium Second Flush Harvest \| Resealable Ziplock Pouch\", \"asin\": \"B0C33Q1FSB\", \"price\": \"$14.99\", \"options\": [{\"Flavor Name\": \"Matcha Green Tea\"}]},\n {\"title\": \"Hermes Un Jardin Sur Le Nil By Hermes For Women. Eau De Toilette Spray 1.6 oz\", \"asin\": \"B000E9FRA0\", \"price\": \"$62.08\", \"options\": [{\"Size\": \"1.6 Fl Oz (Pack of 1)\"}]},\n {\"title\": \"Lattafa Ameer Al Oud Intense Oud for Unisex Eau de Parfum Spray, 3.4 Ounce\", \"asin\": \"B09JZFZ4BW\", \"price\": \"$19.00\", \"options\": [{\"Scent\": \"OUD\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n {\"title\": \"Method Hydrating Body Wash, Coconut Milk, Paraben and Phthalate Free, 18 oz (Pack of 1)\", \"asin\": \"B07FPYBPYD\", \"options\": [{\"Scent\": \"Coconut Milk\"}, {\"Size\": \"18 Fl Oz (Pack of 1)\"}]},\n {\"asin\": \"B07FPYBPYD\", \"options\": []},\n {\"title\": \"WLLHYF Nipple Covers Pink\", \"asin\": \"B0BYDSHL6K\", \"options\": []},\n {\"title\": \"WESTREE Dual Monitor Stand Riser, Wood and Steel Monitor Stand Riser, Computer Monitor Stand for 2 Monitors, Multi-Purpose Desktop Storage Stand for Computer,Laptop,Printer,TV\", \"asin\": \"B09QWC568X\", \"options\": [{\"Color\": \"Rustic Brown\"}, {\"Size\": \"Large\"}]}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:20.513Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-02T17:23:20.513Z	click_product	B0D14W4ZDL	rule	2025-04-02T17:23:20.513Z	train	2,513	2025-04-02T17:23:20.513Z	click_product	B0D14W4ZDL	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} {"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"} {"timestamp": "2025-04-02T17:23:13.218Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-02T17:23:14.102Z", "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": "BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea", "asin": "B0B2RM68G2", "price": "$19.00", "quantity": ""}, {"title": "Medicube Zero Pore Pads 2.0, Dual-Textured Facial Toner Pads for Exfoliation and Pore Care with 4.5% AHA Lactic Acid & 0.45% BHA Salicylic Acid, Ideal for All Skin Types, Korean Skin Care (70 Pads)", "asin": "B09V7Z4TJG", "price": "$17.90", "quantity": ""}, {"title": "Neutrogena Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct", "asin": "B07GKVBQDG", "price": "$6.88", "quantity": ""}, {"title": "Goli Ashwagandha & Vitamin D Gummy - 60 Count - Mixed Berry, KSM-66, Vegan, Plant Based, Non-GMO, Gluten-Free & Gelatin Free Relax. Restore. Unwind, Pack of 1", "asin": "B094T2BZCK", "price": "$14.98", "quantity": ""}, {"title": "SkinSmart Facial Cleanser for Acne, Targets Bacteria for Active Teenage Athletes Post Workout and Adult Acne, 8 oz Spray Bottle, Safe for Multiple Daily Uses", "asin": "B07VRFC3Y7", "price": "$17.46", "quantity": ""}, {"title": "ANUA Heartleaf Quercetinol Pore Deep Cleansing Foam, Facial Cleanser, for Double Cleansing, BHA, Hyaluronic Acid, Glycerin, Face Wash, Blackhead Remover, Korean Skincare (150ml/5.07 fl.oz.)", "asin": "B0BVV8BNYJ", "price": "$13.00", "quantity": ""}, {"title": "ANUA Niacinamide 10 + TXA 4 Serum, Hyaluronic Acid, Tranexamic acid, Vitamin B12, Facial Serum for Glass Skin, Clarifying, Radiant Complexion with Natural Color, Korean Skin Care (30ml /1.01 fl.oz)", "asin": "B0CLLV2T1P", "price": "$22.00", "quantity": ""}, {"title": "2 Pack European Plug Adapter USB C, TESSAN US to Europe Adapter 4 Outlets 3 USB Charger, Type C International Power Adaptor to Italy Spain France Portugal Iceland Germany, Europe Travel Essentials", "asin": "B0B27HX6P7", "price": "$23.99", "quantity": ""}, {"title": "Combat Max 12 Month Roach Killing Bait, Small Roach Bait Station, Child-Resistant, 18 Count", "asin": "B000KL1LDE", "price": "$9.44", "quantity": ""}, {"title": "medicube Salmon DNA PDRN pink collagen jelly gel mask \| overnight face mask for glass glow skin- elasticity, hydrating, firming and moisturizing \| korean skincare, 28g, 4ea", "asin": "B0DGTMR754", "price": "$17.90", "quantity": ""}, {"title": "Hair Shampoo Henna Black - Colour and Shine - 300 Ml / Natural & Organic", "asin": "B00BDJJEPO", "price": "$17.99", "quantity": ""}, {"title": "medicube Deep Vitamin C Golden Capsule Face Moisturizer - Liposome Capsules For Wrinkles, Skin Radiance - Transparent Gel for Glow Hydration - Korean Skin Care 1.94 oz", "asin": "B0D2Z3GGCY", "price": "$19.90", "quantity": ""}, {"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""}, {"title": "BAGSMART Toiletry Bag Travel Bag with Hanging Hook, Water-resistant Makeup Cosmetic Bag Travel Organizer for Accessories, Shampoo, Full-size Container, Toiletries (Baby Pink, Medium)", "asin": "/promo/A16CZSG7KNPJT3", "price": "$16.99", "quantity": ""} ], "active_items": [ {"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Cream"}, {"Size": "8 Set"}]}, {"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Beige"}, {"Size": "8Set"}]}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "7 Count (Pack of 3)"}]}, {"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "delivery": "FREE delivery Sat, Apr 5 FREE Returns", "quantity": "1", "selected": true, "options": []}, {"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Size": "42 Count (Pack of 1)"}]}, {"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "Reedle Shot 100"}]}, {"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "Cica Daily Soothing Mask"}]}, {"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "2.1 Ounce (Pack of 1)"}]} ], "saved_items": [ {"title": "Ninja BC151BK Blast Portable Blender, Cordless, 18oz. Vessel, Personal Blender-for Shakes & Smoothies, BPA Free, Leakproof-Lid & Sip Spout, USB-C Rechargeable, Dishwasher Safe Parts, Black", "asin": "B0C2FF4JD1", "options": [{"Color": "Black"}]}, {"title": "Crocs Unisex-Adult Crush Clog, Black, 7 Women/5 Men", "asin": "B09GHFJHMD", "price": "$44.95", "options": [{"Color": "Black"}, {"Size": "7 Women/5 Men"}]}, {"title": "Windshield Sun Shade - Car Sun Shade Windshield, Reflector Sunshade Offers Ultimate Protection for Car Interior", "asin": "B0CSFGH2XG", "options": [{"Size": "Small(55*28 inch)"}]}, {"title": "Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\"", "asin": "B07D37SBHF", "options": [{"Style": "No. 5"}]}, {"title": "HANDPICK Japanese Organic Matcha Green Tea Powder (100 Servings) - Authentic Premium Second Flush Harvest \| Resealable Ziplock Pouch", "asin": "B0C33Q1FSB", "price": "$14.99", "options": [{"Flavor Name": "Matcha Green Tea"}]}, {"title": "Hermes Un Jardin Sur Le Nil By Hermes For Women. Eau De Toilette Spray 1.6 oz", "asin": "B000E9FRA0", "price": "$62.08", "options": [{"Size": "1.6 Fl Oz (Pack of 1)"}]}, {"title": "Lattafa Ameer Al Oud Intense Oud for Unisex Eau de Parfum Spray, 3.4 Ounce", "asin": "B09JZFZ4BW", "price": "$19.00", "options": [{"Scent": "OUD"}, {"Size": "1 Count (Pack of 1)"}]}, {"title": "Method Hydrating Body Wash, Coconut Milk, Paraben and Phthalate Free, 18 oz (Pack of 1)", "asin": "B07FPYBPYD", "options": [{"Scent": "Coconut Milk"}, {"Size": "18 Fl Oz (Pack of 1)"}]}, {"asin": "B07FPYBPYD", "options": []}, {"title": "WLLHYF Nipple Covers Pink", "asin": "B0BYDSHL6K", "options": []}, {"title": "WESTREE Dual Monitor Stand Riser, Wood and Steel Monitor Stand Riser, Computer Monitor Stand for 2 Monitors, Multi-Purpose Desktop Storage Stand for Computer,Laptop,Printer,TV", "asin": "B09QWC568X", "options": [{"Color": "Rustic Brown"}, {"Size": "Large"}]} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-02T17:23:20.513Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0D14W4ZDL</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click_product</answer_action><answer_argument>B0D14W4ZDL</answer_argument>", "index": 2513, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea\", \"asin\": \"B0B2RM68G2\", \"price\": \"$19.00\", \"quantity\": \"\"},\n {\"title\": \"Medicube Zero Pore Pads 2.0, Dual-Textured Facial Toner Pads for Exfoliation and Pore Care with 4.5% AHA Lactic Acid & 0.45% BHA Salicylic Acid, Ideal for All Skin Types, Korean Skin Care (70 Pads)\", \"asin\": \"B09V7Z4TJG\", \"price\": \"$17.90\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct\", \"asin\": \"B07GKVBQDG\", \"price\": \"$6.88\", \"quantity\": \"\"},\n {\"title\": \"Goli Ashwagandha & Vitamin D Gummy - 60 Count - Mixed Berry, KSM-66, Vegan, Plant Based, Non-GMO, Gluten-Free & Gelatin Free Relax. Restore. Unwind, Pack of 1\", \"asin\": \"B094T2BZCK\", \"price\": \"$14.98\", \"quantity\": \"\"},\n {\"title\": \"SkinSmart Facial Cleanser for Acne, Targets Bacteria for Active Teenage Athletes Post Workout and Adult Acne, 8 oz Spray Bottle, Safe for Multiple Daily Uses\", \"asin\": \"B07VRFC3Y7\", \"price\": \"$17.46\", \"quantity\": \"\"},\n {\"title\": \"ANUA Heartleaf Quercetinol Pore Deep Cleansing Foam, Facial Cleanser, for Double Cleansing, BHA, Hyaluronic Acid, Glycerin, Face Wash, Blackhead Remover, Korean Skincare (150ml/5.07 fl.oz.)\", \"asin\": \"B0BVV8BNYJ\", \"price\": \"$13.00\", \"quantity\": \"\"},\n {\"title\": \"ANUA Niacinamide 10 + TXA 4 Serum, Hyaluronic Acid, Tranexamic acid, Vitamin B12, Facial Serum for Glass Skin, Clarifying, Radiant Complexion with Natural Color, Korean Skin Care (30ml /1.01 fl.oz)\", \"asin\": \"B0CLLV2T1P\", \"price\": \"$22.00\", \"quantity\": \"\"},\n {\"title\": \"2 Pack European Plug Adapter USB C, TESSAN US to Europe Adapter 4 Outlets 3 USB Charger, Type C International Power Adaptor to Italy Spain France Portugal Iceland Germany, Europe Travel Essentials\", \"asin\": \"B0B27HX6P7\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Combat Max 12 Month Roach Killing Bait, Small Roach Bait Station, Child-Resistant, 18 Count\", \"asin\": \"B000KL1LDE\", \"price\": \"$9.44\", \"quantity\": \"\"},\n {\"title\": \"medicube Salmon DNA PDRN pink collagen jelly gel mask \| overnight face mask for glass glow skin- elasticity, hydrating, firming and moisturizing \| korean skincare, 28g, 4ea\", \"asin\": \"B0DGTMR754\", \"price\": \"$17.90\", \"quantity\": \"\"},\n {\"title\": \"Hair Shampoo Henna Black - Colour and Shine - 300 Ml / Natural & Organic\", \"asin\": \"B00BDJJEPO\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"medicube Deep Vitamin C Golden Capsule Face Moisturizer - Liposome Capsules For Wrinkles, Skin Radiance - Transparent Gel for Glow Hydration - Korean Skin Care 1.94 oz\", \"asin\": \"B0D2Z3GGCY\", \"price\": \"$19.90\", \"quantity\": \"\"},\n {\"title\": \"Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue\", \"asin\": \"B0011FJPAY\", \"price\": \"$1.49\", \"quantity\": \"\"},\n {\"title\": \"BAGSMART Toiletry Bag Travel Bag with Hanging Hook, Water-resistant Makeup Cosmetic Bag Travel Organizer for Accessories, Shampoo, Full-size Container, Toiletries (Baby Pink, Medium)\", \"asin\": \"/promo/A16CZSG7KNPJT3\", \"price\": \"$16.99\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Cream\"}, {\"Size\": \"8 Set\"}]},\n {\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Beige\"}, {\"Size\": \"8Set\"}]},\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"7 Count (Pack of 3)\"}]},\n {\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"delivery\": \"FREE delivery Sat, Apr 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n {\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"42 Count (Pack of 1)\"}]},\n {\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"Reedle Shot 100\"}]},\n {\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"Cica Daily Soothing Mask\"}]},\n {\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"2.1 Ounce (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Ninja BC151BK Blast Portable Blender, Cordless, 18oz. Vessel, Personal Blender-for Shakes & Smoothies, BPA Free, Leakproof-Lid & Sip Spout, USB-C Rechargeable, Dishwasher Safe Parts, Black\", \"asin\": \"B0C2FF4JD1\", \"options\": [{\"Color\": \"Black\"}]},\n {\"title\": \"Crocs Unisex-Adult Crush Clog, Black, 7 Women/5 Men\", \"asin\": \"B09GHFJHMD\", \"price\": \"$44.95\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"7 Women/5 Men\"}]},\n {\"title\": \"Windshield Sun Shade - Car Sun Shade Windshield, Reflector Sunshade Offers Ultimate Protection for Car Interior\", \"asin\": \"B0CSFGH2XG\", \"options\": [{\"Size\": \"Small(55*28 inch)\"}]},\n {\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"options\": [{\"Style\": \"No. 5\"}]},\n {\"title\": \"HANDPICK Japanese Organic Matcha Green Tea Powder (100 Servings) - Authentic Premium Second Flush Harvest \| Resealable Ziplock Pouch\", \"asin\": \"B0C33Q1FSB\", \"price\": \"$14.99\", \"options\": [{\"Flavor Name\": \"Matcha Green Tea\"}]},\n {\"title\": \"Hermes Un Jardin Sur Le Nil By Hermes For Women. Eau De Toilette Spray 1.6 oz\", \"asin\": \"B000E9FRA0\", \"price\": \"$62.08\", \"options\": [{\"Size\": \"1.6 Fl Oz (Pack of 1)\"}]},\n {\"title\": \"Lattafa Ameer Al Oud Intense Oud for Unisex Eau de Parfum Spray, 3.4 Ounce\", \"asin\": \"B09JZFZ4BW\", \"price\": \"$19.00\", \"options\": [{\"Scent\": \"OUD\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n {\"title\": \"Method Hydrating Body Wash, Coconut Milk, Paraben and Phthalate Free, 18 oz (Pack of 1)\", \"asin\": \"B07FPYBPYD\", \"options\": [{\"Scent\": \"Coconut Milk\"}, {\"Size\": \"18 Fl Oz (Pack of 1)\"}]},\n {\"asin\": \"B07FPYBPYD\", \"options\": []},\n {\"title\": \"WLLHYF Nipple Covers Pink\", \"asin\": \"B0BYDSHL6K\", \"options\": []},\n {\"title\": \"WESTREE Dual Monitor Stand Riser, Wood and Steel Monitor Stand Riser, Computer Monitor Stand for 2 Monitors, Multi-Purpose Desktop Storage Stand for Computer,Laptop,Printer,TV\", \"asin\": \"B09QWC568X\", \"options\": [{\"Color\": \"Rustic Brown\"}, {\"Size\": \"Large\"}]}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:20.513Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D14W4ZDL\"\n},\n {\n \"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue \| Gentle for all Skin Types \| Daily Facial Cleansing Towelettes \| Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift\", \"asin\": \"B016P3HI64\", \"price\": \"$15.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"price\": \"$5.97\"},\n {\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n {\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n {\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:27.807Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-02T17:23:27.807Z	click	product_option	rule	2025-04-02T17:23:27.807Z	train	2,514	2025-04-02T17:23:27.807Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} {"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"} {"timestamp": "2025-04-02T17:23:13.218Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-02T17:23:14.102Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-02T17:23:20.513Z", "action": "click_product", "action_argument": "B0D14W4ZDL"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "asin": "B0D14W4ZDL" }, { "title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "7 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""}, {"title": "Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)", "asin": "B093T3LQPP", "price": "$16.41", "quantity": ""}, {"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""}, {"title": "CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count", "asin": "B09LXWPB1V", "price": "$8.99", "quantity": ""}, {"title": "Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue \| Gentle for all Skin Types \| Daily Facial Cleansing Towelettes \| Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift", "asin": "B016P3HI64", "price": "$15.99", "quantity": ""} ], "comparison_items": [ {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "price": "$5.97"}, {"title": "Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct", "asin": "B0009F3O18", "price": "$7.27"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack", "asin": "B00MLBPDQ2", "price": "$33.54"}, {"title": "Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes", "asin": "B0BR38BRTR", "price": "$4.24"}, {"title": "Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0195I8XR4", "price": "$5.49"}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-02T17:23:27.807Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2514, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D14W4ZDL\"\n},\n {\n \"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue \| Gentle for all Skin Types \| Daily Facial Cleansing Towelettes \| Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift\", \"asin\": \"B016P3HI64\", \"price\": \"$15.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"price\": \"$5.97\"},\n {\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n {\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n {\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:27.807Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n{\"timestamp\": \"2025-04-02T17:23:27.807Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n {\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n {\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n {\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D14W4ZDL\"\n},\n {\n \"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue \| Gentle for all Skin Types \| Daily Facial Cleansing Towelettes \| Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift\", \"asin\": \"B016P3HI64\", \"price\": \"$15.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"price\": \"$5.97\"},\n {\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n {\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n {\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:24:03.319Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-02T17:24:03.319Z	click	product_option	rule	2025-04-02T17:24:03.319Z	train	2,515	2025-04-02T17:24:03.319Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} {"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"} {"timestamp": "2025-04-02T17:23:13.218Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-02T17:23:14.102Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-02T17:23:20.513Z", "action": "click_product", "action_argument": "B0D14W4ZDL"} {"timestamp": "2025-04-02T17:23:27.807Z", "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": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"}, {"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"}, {"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"}, {"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"}, {"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"}, {"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"}, {"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"} ], "product_details": [ { "asin": "B0D14W4ZDL" }, { "title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Size": "7 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""}, {"title": "Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)", "asin": "B093T3LQPP", "price": "$16.41", "quantity": ""}, {"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""}, {"title": "CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count", "asin": "B09LXWPB1V", "price": "$8.99", "quantity": ""}, {"title": "Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue \| Gentle for all Skin Types \| Daily Facial Cleansing Towelettes \| Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift", "asin": "B016P3HI64", "price": "$15.99", "quantity": ""} ], "comparison_items": [ {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "price": "$5.97"}, {"title": "Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct", "asin": "B0009F3O18", "price": "$7.27"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack", "asin": "B00MLBPDQ2", "price": "$33.54"}, {"title": "Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes", "asin": "B0BR38BRTR", "price": "$4.24"}, {"title": "Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0195I8XR4", "price": "$5.49"}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-02T17:24:03.319Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2515, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n{\"timestamp\": \"2025-04-02T17:23:27.807Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n {\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n {\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n {\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D14W4ZDL\"\n},\n {\n \"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue \| Gentle for all Skin Types \| Daily Facial Cleansing Towelettes \| Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift\", \"asin\": \"B016P3HI64\", \"price\": \"$15.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"price\": \"$5.97\"},\n {\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n {\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n {\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:24:03.319Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n{\"timestamp\": \"2025-04-02T17:23:27.807Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-02T17:24:03.319Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n {\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n {\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n {\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B01EMYW7BY\"\n},\n {\n \"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\"\n},\n {\n \"price\": \"$1.99\"\n},\n {\n \"bullet_list\": \"Set includes make-up remover cleansing towelettes\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Pacifica Makeup Remover Face Wipes - Daily Facial Cleansing & Exfoliating Towelettes - Biodegradable - Organic - w/ Gycolic Acid - Clean Beauty Vegan & Cruelty-Free Dermatologist Tested 30 Count\", \"asin\": \"B07ZLCRM5G\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"quantity\": \"\"},\n {\"title\": \"Makeup Remover Cloth, 6\\\" x 6\\\" Make Up Towels Reusable Face Cloth for Washing Face, ...\", \"asin\": \"B086BJQBNW\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\"},\n {\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n {\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n {\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:24:07.406Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-02T17:24:07.406Z	purchase	B01EMYW7BY	rule	2025-04-02T17:24:07.406Z	train	2,516	2025-04-02T17:24:07.406Z	purchase	B01EMYW7BY	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} {"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"} {"timestamp": "2025-04-02T17:23:13.218Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-02T17:23:14.102Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-02T17:23:20.513Z", "action": "click_product", "action_argument": "B0D14W4ZDL"} {"timestamp": "2025-04-02T17:23:27.807Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-02T17:24:03.319Z", "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": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"}, {"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"}, {"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"}, {"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"}, {"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"}, {"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"}, {"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"} ], "product_details": [ { "asin": "B01EMYW7BY" }, { "title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary" }, { "price": "$1.99" }, { "bullet_list": "Set includes make-up remover cleansing towelettes" } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "product_options": [ { "Size": "7 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""}, {"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""}, {"title": "Pacifica Makeup Remover Face Wipes - Daily Facial Cleansing & Exfoliating Towelettes - Biodegradable - Organic - w/ Gycolic Acid - Clean Beauty Vegan & Cruelty-Free Dermatologist Tested 30 Count", "asin": "B07ZLCRM5G", "quantity": ""}, {"title": "Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "quantity": ""}, {"title": "Makeup Remover Cloth, 6\" x 6\" Make Up Towels Reusable Face Cloth for Washing Face, ...", "asin": "B086BJQBNW", "price": "$9.99", "quantity": ""} ], "comparison_items": [ {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary", "asin": "B01EMYW7BY", "price": "$1.99"}, {"title": "Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct", "asin": "B0009F3O18", "price": "$7.27"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack", "asin": "B00MLBPDQ2", "price": "$33.54"}, {"title": "Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes", "asin": "B0BR38BRTR", "price": "$4.24"}, {"title": "Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0195I8XR4", "price": "$5.49"}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-02T17:24:07.406Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>purchase</answer_action><answer_argument>B01EMYW7BY</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>purchase</answer_action><answer_argument>B01EMYW7BY</answer_argument>", "index": 2516, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n{\"timestamp\": \"2025-04-02T17:23:27.807Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-02T17:24:03.319Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n {\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n {\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n {\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n {\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B01EMYW7BY\"\n},\n {\n \"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\"\n},\n {\n \"price\": \"$1.99\"\n},\n {\n \"bullet_list\": \"Set includes make-up remover cleansing towelettes\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Pacifica Makeup Remover Face Wipes - Daily Facial Cleansing & Exfoliating Towelettes - Biodegradable - Organic - w/ Gycolic Acid - Clean Beauty Vegan & Cruelty-Free Dermatologist Tested 30 Count\", \"asin\": \"B07ZLCRM5G\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"quantity\": \"\"},\n {\"title\": \"Makeup Remover Cloth, 6\\\" x 6\\\" Make Up Towels Reusable Face Cloth for Washing Face, ...\", \"asin\": \"B086BJQBNW\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\"},\n {\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n {\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n {\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n {\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:24:07.406Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:06:21.102Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:06:21.102Z	input	oral b io	rule	2025-04-22T19:06:21.102Z	train	2,517	2025-04-22T19:06:21.102Z	input	oral b io	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:06:21.102Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>oral b io</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>oral b io</answer_argument>", "index": 2517, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:06:21.102Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black\\n1 Count (Pack of 5)\", \"asin\": \"\", \"price\": \"$46.48\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$179.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black 1 Count (Pack of 5)\", \"asin\": \"B0DLHC3YQ3\", \"price\": \"$46.48\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case Adult1 Count (Pack of 1)\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\",\n \"asin\": \"B0D1D8BRK2\"\n},\n {\n \"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\",\n \"asin\": \"B0B5HRWH1S\"\n},\n {\n \"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\",\n \"asin\": \"B0B5HVM6JX\"\n}\n ],\n \"search_results\": [\n {\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, Black\", \"asin\": \"B0B5YPHMW8\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, White with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HT9TSK\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black\", \"asin\": \"B0DLHC3YQ3\", \"price\": \"$46.48\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"iO Series 9 Electric Toothbrush with 3 Replacement Brush Heads, Black Onyx\", \"asin\": \"B088CK6XJ4\", \"price\": \"$219.94\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"iO Series Ultimate Clean Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 count, Black\", \"asin\": \"B0B69KJH18\", \"price\": \"$38.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series 4 Electric Toothbrush with (1) Brush Head, Rechargeable, White\", \"asin\": \"B0B5HTX7YW\", \"price\": \"$72.78\", \"delivery\": \"FREE delivery Sun, Apr 27 for Prime members Only 1 left in stock (more on the way).\"},\n {\"title\": \"iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"3DWhite Brilliance Deep Stain Remover Brilliant White Toothpaste - 3.1oz/2pk\", \"asin\": \"B0DPNGKZ9P\", \"price\": \"$20.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Black, Model HX9923/11\", \"asin\": \"B0CM44GT41\", \"price\": \"$279.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n {\"title\": \"Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n {\"title\": \"iO Series 10 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Min Timer, 7 Cleaning Settings, 4 Replacement Toothbrush Heads, and Charging Travel Case, Black\", \"asin\": \"B0C2S65831\", \"price\": \"$379.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger\", \"asin\": \"B0BP69FS5K\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Ultimate Clean Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4, Suitable for Mailbox, Black\", \"asin\": \"B089F7N4XF\", \"price\": \"$34.84\", \"delivery\": \"FREE delivery for Prime members Only 1 left in stock - order soon.\"},\n {\"title\": \"iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$139.95\", \"delivery\": \"FREE delivery Apr 29 - May 1 for Prime members\"},\n {\"title\": \"IO Replacement Heads Compatible with Oral B iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Medium Bristles Brush Heads Compatible with Oral B, Deep Clean and Sensitive Care, 8 Pack Black/White\", \"asin\": \"B0DR65F2BZ\", \"price\": \"$25.98\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n {\"title\": \"Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"R1 Rotating Electric Toothbrush with 8 Brush Heads for Adults and Kids, 60-Day Battery Life, 5 Modes Rechargeable Power Toothbrush with 2-Minute Smart Timer, Black\", \"asin\": \"B0CMQGFJYD\", \"price\": \"$24.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger\", \"asin\": \"B0BP5XSH7T\", \"price\": \"$69.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Gentle Care Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4 Toothbrush Heads, Suitable for Mailbox, White\", \"asin\": \"B089F523M8\", \"price\": \"$35.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Simple Clean Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head and 1 Black Travel Case - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0DLLGG2Z8\", \"price\": \"$70.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D8BRK2\", \"price\": \"$59.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 2 count, White\", \"asin\": \"B088CJ143C\", \"price\": \"$20.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series 7 Electric Toothbrush with 2 Replacement Brush Heads, White Alabaster\", \"asin\": \"B088CFK5VQ\", \"price\": \"$180.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series 5 Ultimate White Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YR3R5H\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Pro 1000 CrossAction Electric Toothbrush, Black and White, 2 Count\", \"asin\": \"B07L5P2J8D\", \"price\": \"$89.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series 8 Electric Toothbrush with 2 Replacement Brush Heads and Travel Case, Rechargeable Toothbrush, Whitealabaster\", \"asin\": \"B088CL4RKZ\", \"price\": \"$225.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"HEALTH AZ+ Oral B IO Ultimate Clean Toothbrush Head WHITE 4 Count\", \"asin\": \"B0D8TTGL72\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"iO Series 3 Electric Toothbrush with (1) Brush Head, Rechargeable, White\", \"asin\": \"B0B5HTKW2K\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Ultimate Clean Brush Heads to Make Your Mouth Feel Sensational\", \"asin\": \"B089MDLT2N\", \"price\": \"$29.22\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series 7s Rechargeable Toothbrush with 2 Handles, 2 Chargers, 3 Brush Heads and 2 Deluxe Travel Cases\", \"asin\": \"B08NWHCY12\", \"price\": \"$274.95\", \"delivery\": \"FREE delivery Apr 29 - May 5 Or fastest delivery Apr 25 - 29 Only 3 left in stock - order soon.\"},\n {\"title\": \"iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 Count, Black\", \"asin\": \"B0B69LHG4B\", \"price\": \"$48.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"FlossAction Electric Toothbrush Replacement Brush Heads Refills, 5 Count\", \"asin\": \"B07Y8YPMCV\", \"price\": \"$44.50\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"iO Ultimate Cleaning Electric Toothbrush Heads, 8 Pieces, Ultimate Tooth Cleaning, Toothbrush Attachment for Oral-B Toothbrushes, Letterbox Enabled Packaging, Black\", \"asin\": \"B0B1DV8KG8\", \"price\": \"$50.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"CrossAction Electric Toothbrush Replacement Brush Heads Refill, 4ct\", \"asin\": \"B019MEPPIG\", \"price\": \"$39.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Ultimate White Replacement Brush Heads, White, 2 Count\", \"asin\": \"B0B91928YJ\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon.\"},\n {\"title\": \"Oral B Cross Action Electric Toothbrush Replacement Brush Heads Refill, 4Count\", \"asin\": \"B00LVUSVU4\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Genius X Limited Rechargeable Electric Toothbrush with 1 Replacement Brush Head, Travel Case, Midnight Black\", \"asin\": \"B084PPRXB5\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Pro 1000 Rechargeable Electric Toothbrush, Pink\", \"asin\": \"B07XF8NT4C\", \"price\": \"$49.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sensitive Gum Care Electric Toothbrush Replacement Brush Heads Refill, 3 Count\", \"asin\": \"B00006ANDK\", \"price\": \"$17.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush, Pure White with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D7Y6V2\", \"price\": \"$56.66\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"iO Series 5 Rechargeable Toothbrush Dual Pack\", \"asin\": \"B0CFWLVL41\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery May 4 - 11 for Prime members\"},\n {\"title\": \"iO 5 Brilliant Clean Electric Toothbrush, 2 Pack\", \"asin\": \"B0CJZ3VVBY\"},\n {\"title\": \"Pulsar, Battery Powered 3D White Advanced Vivid Soft Toothbrush Twin Pack, Tooth Brush Pack, Travel Essentials (Colors May Vary)\", \"asin\": \"B003E09CPM\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Specialised Clean Toothbrush Heads, Pack of 2 Counts\", \"asin\": \"B0B18RZPTK\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Pro 500 Electric Toothbrush with (1) Brush Head, Rechargeable, Black\", \"asin\": \"B0B6MDLZTN\", \"price\": \"$29.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Pro 1000 Rechargeable Electric Toothbrush, Black\", \"asin\": \"B01AKGRTUM\", \"price\": \"$49.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"8 Pcs IO Replacement Heads Compatible with Oral b iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Brush Heads Compatible with Oral B, Intelligent Cleaning for Gum Care and Teeth Clean (Black/White)\", \"asin\": \"B0DSB8P7PF\", \"price\": \"$25.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Electric Toothbrush Head Replacement Brush, White, 5 Count (Fits Most Oral-B Brushes) (Previously Solimo)\", \"asin\": \"B08QWZHBTF\", \"price\": \"$20.36\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"G5S Smart Electric Toothbrush with 0.96'' Screen, Real-time Missed Area Feedback Electric Tooth Brush, 2 Brush Heads,150 Days Lasting, 3 Min Timer, Travel Case for Adults and Kids (Black)\", \"asin\": \"B0DLVDD7K9\", \"price\": \"$31.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Vitality FlossAction Electric Toothbrush with Replacement Brush Head, Black\", \"asin\": \"B07Y45NJ83\", \"price\": \"$33.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Only 19 left in stock - order soon.\"},\n {\"title\": \"iO Series 7G Electric Toothbrush with Replacement Brush Head, White Alabaster\", \"asin\": \"B088CK2927\", \"price\": \"$174.95\", \"delivery\": \"FREE delivery Fri, May 2 Or fastest delivery Thu, Apr 24 Only 1 left in stock - order soon.\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:07:22.708Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:07:22.708Z	click_product	B095FRGT35	rule	2025-04-22T19:07:22.708Z	train	2,518	2025-04-22T19:07:22.708Z	click_product	B095FRGT35	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "oral b io" } ], "promotion_items": [ {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black\n1 Count (Pack of 5)", "asin": "", "price": "$46.48", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\nAdult1 Count (Pack of 1)", "asin": "", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\nAdult1 Count (Pack of 1)", "asin": "", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\nAdult1 Count (Pack of 1)", "asin": "", "price": "$99.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\nAdult1 Count (Pack of 1)", "asin": "", "price": "$179.96", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black 1 Count (Pack of 5)", "asin": "B0DLHC3YQ3", "price": "$46.48", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case Adult1 Count (Pack of 1)", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""} ], "ads": [ { "title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1D8BRK2" }, { "title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S" }, { "title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX" } ], "search_results": [ {"title": "iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, Black", "asin": "B0B5YPHMW8", "price": "$99.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean Rechargeable Electric Powered Toothbrush, White with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HT9TSK", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black", "asin": "B0DLHC3YQ3", "price": "$46.48", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12", "asin": "B08YCVJKXV", "price": "$379.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Charcoal Metallic", "asin": "B07R8DQHZK", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "iO Series 9 Electric Toothbrush with 3 Replacement Brush Heads, Black Onyx", "asin": "B088CK6XJ4", "price": "$219.94", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "iO Series Ultimate Clean Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 count, Black", "asin": "B0B69KJH18", "price": "$38.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 4 Electric Toothbrush with (1) Brush Head, Rechargeable, White", "asin": "B0B5HTX7YW", "price": "$72.78", "delivery": "FREE delivery Sun, Apr 27 for Prime members Only 1 left in stock (more on the way)."}, {"title": "iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "3DWhite Brilliance Deep Stain Remover Brilliant White Toothpaste - 3.1oz/2pk", "asin": "B0DPNGKZ9P", "price": "$20.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Black, Model HX9923/11", "asin": "B0CM44GT41", "price": "$279.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06", "asin": "B07TBGP29C", "price": "$199.99", "delivery": " FREE delivery Fri, Apr 25 "}, {"title": "Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included", "asin": "B07HFG93GK", "price": "$49.95", "delivery": " Two-DayFREE delivery Thu, Apr 24 "}, {"title": "iO Series 10 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Min Timer, 7 Cleaning Settings, 4 Replacement Toothbrush Heads, and Charging Travel Case, Black", "asin": "B0C2S65831", "price": "$379.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger", "asin": "B0BP69FS5K", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Ultimate Clean Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4, Suitable for Mailbox, Black", "asin": "B089F7N4XF", "price": "$34.84", "delivery": "FREE delivery for Prime members Only 1 left in stock - order soon."}, {"title": "iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$139.95", "delivery": "FREE delivery Apr 29 - May 1 for Prime members"}, {"title": "IO Replacement Heads Compatible with Oral B iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Medium Bristles Brush Heads Compatible with Oral B, Deep Clean and Sensitive Care, 8 Pack Black/White", "asin": "B0DR65F2BZ", "price": "$25.98", "delivery": " Two-DayFREE delivery Thu, Apr 24 "}, {"title": "Black Series PRO \u2013 Ultra-Whitening Electric Toothbrush \u2013 5 Modes & Smart Timers \u2013 Premium Travel Case & 6 Proflex Brush Heads \u2013 ADA Accepted Toothbrush", "asin": "B0DH1K553B", "price": "$59.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "R1 Rotating Electric Toothbrush with 8 Brush Heads for Adults and Kids, 60-Day Battery Life, 5 Modes Rechargeable Power Toothbrush with 2-Minute Smart Timer, Black", "asin": "B0CMQGFJYD", "price": "$24.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger", "asin": "B0BP5XSH7T", "price": "$69.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Gentle Care Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4 Toothbrush Heads, Suitable for Mailbox, White", "asin": "B089F523M8", "price": "$35.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Simple Clean Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head and 1 Black Travel Case - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0DLLGG2Z8", "price": "$70.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1D8BRK2", "price": "$59.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 2 count, White", "asin": "B088CJ143C", "price": "$20.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 7 Electric Toothbrush with 2 Replacement Brush Heads, White Alabaster", "asin": "B088CFK5VQ", "price": "$180.85", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 5 Ultimate White Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YR3R5H", "price": "$99.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro 1000 CrossAction Electric Toothbrush, Black and White, 2 Count", "asin": "B07L5P2J8D", "price": "$89.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 8 Electric Toothbrush with 2 Replacement Brush Heads and Travel Case, Rechargeable Toothbrush, Whitealabaster", "asin": "B088CL4RKZ", "price": "$225.18", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "HEALTH AZ+ Oral B IO Ultimate Clean Toothbrush Head WHITE 4 Count", "asin": "B0D8TTGL72", "price": "$27.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "iO Series 3 Electric Toothbrush with (1) Brush Head, Rechargeable, White", "asin": "B0B5HTKW2K", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Ultimate Clean Brush Heads to Make Your Mouth Feel Sensational", "asin": "B089MDLT2N", "price": "$29.22", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 7s Rechargeable Toothbrush with 2 Handles, 2 Chargers, 3 Brush Heads and 2 Deluxe Travel Cases", "asin": "B08NWHCY12", "price": "$274.95", "delivery": "FREE delivery Apr 29 - May 5 Or fastest delivery Apr 25 - 29 Only 3 left in stock - order soon."}, {"title": "iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 Count, Black", "asin": "B0B69LHG4B", "price": "$48.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "FlossAction Electric Toothbrush Replacement Brush Heads Refills, 5 Count", "asin": "B07Y8YPMCV", "price": "$44.50", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "iO Ultimate Cleaning Electric Toothbrush Heads, 8 Pieces, Ultimate Tooth Cleaning, Toothbrush Attachment for Oral-B Toothbrushes, Letterbox Enabled Packaging, Black", "asin": "B0B1DV8KG8", "price": "$50.60", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "CrossAction Electric Toothbrush Replacement Brush Heads Refill, 4ct", "asin": "B019MEPPIG", "price": "$39.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Ultimate White Replacement Brush Heads, White, 2 Count", "asin": "B0B91928YJ", "price": "$29.99", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon."}, {"title": "Oral B Cross Action Electric Toothbrush Replacement Brush Heads Refill, 4Count", "asin": "B00LVUSVU4", "price": "$15.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Genius X Limited Rechargeable Electric Toothbrush with 1 Replacement Brush Head, Travel Case, Midnight Black", "asin": "B084PPRXB5", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro 1000 Rechargeable Electric Toothbrush, Pink", "asin": "B07XF8NT4C", "price": "$49.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sensitive Gum Care Electric Toothbrush Replacement Brush Heads Refill, 3 Count", "asin": "B00006ANDK", "price": "$17.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 2 Rechargeable Electric Powered Toothbrush, Pure White with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1D7Y6V2", "price": "$56.66", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "iO Series 5 Rechargeable Toothbrush Dual Pack", "asin": "B0CFWLVL41", "price": "$169.98", "delivery": "FREE delivery May 4 - 11 for Prime members"}, {"title": "iO 5 Brilliant Clean Electric Toothbrush, 2 Pack", "asin": "B0CJZ3VVBY"}, {"title": "Pulsar, Battery Powered 3D White Advanced Vivid Soft Toothbrush Twin Pack, Tooth Brush Pack, Travel Essentials (Colors May Vary)", "asin": "B003E09CPM", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Specialised Clean Toothbrush Heads, Pack of 2 Counts", "asin": "B0B18RZPTK", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro 500 Electric Toothbrush with (1) Brush Head, Rechargeable, Black", "asin": "B0B6MDLZTN", "price": "$29.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro 1000 Rechargeable Electric Toothbrush, Black", "asin": "B01AKGRTUM", "price": "$49.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "8 Pcs IO Replacement Heads Compatible with Oral b iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Brush Heads Compatible with Oral B, Intelligent Cleaning for Gum Care and Teeth Clean (Black/White)", "asin": "B0DSB8P7PF", "price": "$25.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Electric Toothbrush Head Replacement Brush, White, 5 Count (Fits Most Oral-B Brushes) (Previously Solimo)", "asin": "B08QWZHBTF", "price": "$20.36", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "G5S Smart Electric Toothbrush with 0.96'' Screen, Real-time Missed Area Feedback Electric Tooth Brush, 2 Brush Heads,150 Days Lasting, 3 Min Timer, Travel Case for Adults and Kids (Black)", "asin": "B0DLVDD7K9", "price": "$31.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Vitality FlossAction Electric Toothbrush with Replacement Brush Head, Black", "asin": "B07Y45NJ83", "price": "$33.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Only 19 left in stock - order soon."}, {"title": "iO Series 7G Electric Toothbrush with Replacement Brush Head, White Alabaster", "asin": "B088CK2927", "price": "$174.95", "delivery": "FREE delivery Fri, May 2 Or fastest delivery Thu, Apr 24 Only 1 left in stock - order soon."} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:07:22.708Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B095FRGT35</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click_product</answer_action><answer_argument>B095FRGT35</answer_argument>", "index": 2518, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black\\n1 Count (Pack of 5)\", \"asin\": \"\", \"price\": \"$46.48\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$179.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black 1 Count (Pack of 5)\", \"asin\": \"B0DLHC3YQ3\", \"price\": \"$46.48\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case Adult1 Count (Pack of 1)\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\",\n \"asin\": \"B0D1D8BRK2\"\n},\n {\n \"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\",\n \"asin\": \"B0B5HRWH1S\"\n},\n {\n \"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\",\n \"asin\": \"B0B5HVM6JX\"\n}\n ],\n \"search_results\": [\n {\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, Black\", \"asin\": \"B0B5YPHMW8\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, White with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HT9TSK\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black\", \"asin\": \"B0DLHC3YQ3\", \"price\": \"$46.48\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"iO Series 9 Electric Toothbrush with 3 Replacement Brush Heads, Black Onyx\", \"asin\": \"B088CK6XJ4\", \"price\": \"$219.94\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"iO Series Ultimate Clean Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 count, Black\", \"asin\": \"B0B69KJH18\", \"price\": \"$38.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series 4 Electric Toothbrush with (1) Brush Head, Rechargeable, White\", \"asin\": \"B0B5HTX7YW\", \"price\": \"$72.78\", \"delivery\": \"FREE delivery Sun, Apr 27 for Prime members Only 1 left in stock (more on the way).\"},\n {\"title\": \"iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"3DWhite Brilliance Deep Stain Remover Brilliant White Toothpaste - 3.1oz/2pk\", \"asin\": \"B0DPNGKZ9P\", \"price\": \"$20.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Black, Model HX9923/11\", \"asin\": \"B0CM44GT41\", \"price\": \"$279.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n {\"title\": \"Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n {\"title\": \"iO Series 10 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Min Timer, 7 Cleaning Settings, 4 Replacement Toothbrush Heads, and Charging Travel Case, Black\", \"asin\": \"B0C2S65831\", \"price\": \"$379.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger\", \"asin\": \"B0BP69FS5K\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Ultimate Clean Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4, Suitable for Mailbox, Black\", \"asin\": \"B089F7N4XF\", \"price\": \"$34.84\", \"delivery\": \"FREE delivery for Prime members Only 1 left in stock - order soon.\"},\n {\"title\": \"iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$139.95\", \"delivery\": \"FREE delivery Apr 29 - May 1 for Prime members\"},\n {\"title\": \"IO Replacement Heads Compatible with Oral B iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Medium Bristles Brush Heads Compatible with Oral B, Deep Clean and Sensitive Care, 8 Pack Black/White\", \"asin\": \"B0DR65F2BZ\", \"price\": \"$25.98\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n {\"title\": \"Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"R1 Rotating Electric Toothbrush with 8 Brush Heads for Adults and Kids, 60-Day Battery Life, 5 Modes Rechargeable Power Toothbrush with 2-Minute Smart Timer, Black\", \"asin\": \"B0CMQGFJYD\", \"price\": \"$24.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger\", \"asin\": \"B0BP5XSH7T\", \"price\": \"$69.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Gentle Care Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4 Toothbrush Heads, Suitable for Mailbox, White\", \"asin\": \"B089F523M8\", \"price\": \"$35.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Simple Clean Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head and 1 Black Travel Case - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0DLLGG2Z8\", \"price\": \"$70.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D8BRK2\", \"price\": \"$59.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 2 count, White\", \"asin\": \"B088CJ143C\", \"price\": \"$20.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series 7 Electric Toothbrush with 2 Replacement Brush Heads, White Alabaster\", \"asin\": \"B088CFK5VQ\", \"price\": \"$180.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series 5 Ultimate White Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YR3R5H\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Pro 1000 CrossAction Electric Toothbrush, Black and White, 2 Count\", \"asin\": \"B07L5P2J8D\", \"price\": \"$89.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series 8 Electric Toothbrush with 2 Replacement Brush Heads and Travel Case, Rechargeable Toothbrush, Whitealabaster\", \"asin\": \"B088CL4RKZ\", \"price\": \"$225.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"HEALTH AZ+ Oral B IO Ultimate Clean Toothbrush Head WHITE 4 Count\", \"asin\": \"B0D8TTGL72\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"iO Series 3 Electric Toothbrush with (1) Brush Head, Rechargeable, White\", \"asin\": \"B0B5HTKW2K\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Ultimate Clean Brush Heads to Make Your Mouth Feel Sensational\", \"asin\": \"B089MDLT2N\", \"price\": \"$29.22\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series 7s Rechargeable Toothbrush with 2 Handles, 2 Chargers, 3 Brush Heads and 2 Deluxe Travel Cases\", \"asin\": \"B08NWHCY12\", \"price\": \"$274.95\", \"delivery\": \"FREE delivery Apr 29 - May 5 Or fastest delivery Apr 25 - 29 Only 3 left in stock - order soon.\"},\n {\"title\": \"iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 Count, Black\", \"asin\": \"B0B69LHG4B\", \"price\": \"$48.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"FlossAction Electric Toothbrush Replacement Brush Heads Refills, 5 Count\", \"asin\": \"B07Y8YPMCV\", \"price\": \"$44.50\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"iO Ultimate Cleaning Electric Toothbrush Heads, 8 Pieces, Ultimate Tooth Cleaning, Toothbrush Attachment for Oral-B Toothbrushes, Letterbox Enabled Packaging, Black\", \"asin\": \"B0B1DV8KG8\", \"price\": \"$50.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"CrossAction Electric Toothbrush Replacement Brush Heads Refill, 4ct\", \"asin\": \"B019MEPPIG\", \"price\": \"$39.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Ultimate White Replacement Brush Heads, White, 2 Count\", \"asin\": \"B0B91928YJ\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon.\"},\n {\"title\": \"Oral B Cross Action Electric Toothbrush Replacement Brush Heads Refill, 4Count\", \"asin\": \"B00LVUSVU4\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Genius X Limited Rechargeable Electric Toothbrush with 1 Replacement Brush Head, Travel Case, Midnight Black\", \"asin\": \"B084PPRXB5\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Pro 1000 Rechargeable Electric Toothbrush, Pink\", \"asin\": \"B07XF8NT4C\", \"price\": \"$49.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sensitive Gum Care Electric Toothbrush Replacement Brush Heads Refill, 3 Count\", \"asin\": \"B00006ANDK\", \"price\": \"$17.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush, Pure White with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D7Y6V2\", \"price\": \"$56.66\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"iO Series 5 Rechargeable Toothbrush Dual Pack\", \"asin\": \"B0CFWLVL41\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery May 4 - 11 for Prime members\"},\n {\"title\": \"iO 5 Brilliant Clean Electric Toothbrush, 2 Pack\", \"asin\": \"B0CJZ3VVBY\"},\n {\"title\": \"Pulsar, Battery Powered 3D White Advanced Vivid Soft Toothbrush Twin Pack, Tooth Brush Pack, Travel Essentials (Colors May Vary)\", \"asin\": \"B003E09CPM\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Specialised Clean Toothbrush Heads, Pack of 2 Counts\", \"asin\": \"B0B18RZPTK\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Pro 500 Electric Toothbrush with (1) Brush Head, Rechargeable, Black\", \"asin\": \"B0B6MDLZTN\", \"price\": \"$29.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Pro 1000 Rechargeable Electric Toothbrush, Black\", \"asin\": \"B01AKGRTUM\", \"price\": \"$49.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"8 Pcs IO Replacement Heads Compatible with Oral b iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Brush Heads Compatible with Oral B, Intelligent Cleaning for Gum Care and Teeth Clean (Black/White)\", \"asin\": \"B0DSB8P7PF\", \"price\": \"$25.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Electric Toothbrush Head Replacement Brush, White, 5 Count (Fits Most Oral-B Brushes) (Previously Solimo)\", \"asin\": \"B08QWZHBTF\", \"price\": \"$20.36\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"G5S Smart Electric Toothbrush with 0.96'' Screen, Real-time Missed Area Feedback Electric Tooth Brush, 2 Brush Heads,150 Days Lasting, 3 Min Timer, Travel Case for Adults and Kids (Black)\", \"asin\": \"B0DLVDD7K9\", \"price\": \"$31.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Vitality FlossAction Electric Toothbrush with Replacement Brush Head, Black\", \"asin\": \"B07Y45NJ83\", \"price\": \"$33.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Only 19 left in stock - order soon.\"},\n {\"title\": \"iO Series 7G Electric Toothbrush with Replacement Brush Head, White Alabaster\", \"asin\": \"B088CK2927\", \"price\": \"$174.95\", \"delivery\": \"FREE delivery Fri, May 2 Or fastest delivery Thu, Apr 24 Only 1 left in stock - order soon.\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:07:22.708Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:00.292Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:08:00.292Z	click	review	rule	2025-04-22T19:08:00.292Z	train	2,519	2025-04-22T19:08:00.292Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "oral b io" } ], "product_details": [ { "asin": "B095FRGT35" }, { "title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal" }, { "price": "$139.95" }, { "bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "Grayopal" }, { "Size": "1 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""} ], "comparison_items": [ {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:08:00.292Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2519, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:00.292Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:02.521Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:08:02.521Z	click	review	rule	2025-04-22T19:08:02.521Z	train	2,520	2025-04-22T19:08:02.521Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "oral b io" } ], "product_details": [ { "asin": "B095FRGT35" }, { "title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal" }, { "price": "$139.95" }, { "bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "Grayopal" }, { "Size": "1 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""} ], "comparison_items": [ {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:08:02.521Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2520, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:02.521Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:06.393Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:08:06.393Z	click	review	rule	2025-04-22T19:08:06.393Z	train	2,521	2025-04-22T19:08:06.393Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "oral b io" } ], "product_details": [ { "asin": "B095FRGT35" }, { "title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal" }, { "price": "$139.95" }, { "bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "Grayopal" }, { "Size": "1 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""} ], "comparison_items": [ {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:08:06.393Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2521, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:06.393Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:08.644Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:08:08.644Z	click	review	rule	2025-04-22T19:08:08.644Z	train	2,522	2025-04-22T19:08:08.644Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "oral b io" } ], "product_details": [ { "asin": "B095FRGT35" }, { "title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal" }, { "price": "$139.95" }, { "bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "Grayopal" }, { "Size": "1 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""} ], "comparison_items": [ {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:08:08.644Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2522, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:08.644Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:11.461Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:08:11.461Z	click	review	rule	2025-04-22T19:08:11.461Z	train	2,523	2025-04-22T19:08:11.461Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "oral b io" } ], "product_details": [ { "asin": "B095FRGT35" }, { "title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal" }, { "price": "$139.95" }, { "bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "Grayopal" }, { "Size": "1 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""} ], "comparison_items": [ {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:08:11.461Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2523, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:11.461Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:16.454Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:08:16.454Z	click	review	rule	2025-04-22T19:08:16.454Z	train	2,524	2025-04-22T19:08:16.454Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "oral b io" } ], "product_details": [ { "asin": "B095FRGT35" }, { "title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal" }, { "price": "$139.95" }, { "bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "Grayopal" }, { "Size": "1 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""} ], "comparison_items": [ {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:08:16.454Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2524, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:16.454Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:19.331Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:08:19.331Z	click	review	rule	2025-04-22T19:08:19.331Z	train	2,525	2025-04-22T19:08:19.331Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "oral b io" } ], "product_details": [ { "asin": "B095FRGT35" }, { "title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal" }, { "price": "$139.95" }, { "bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "Grayopal" }, { "Size": "1 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""} ], "comparison_items": [ {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:08:19.331Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2525, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:19.331Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:32.566Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:08:32.566Z	click	review	rule	2025-04-22T19:08:32.566Z	train	2,526	2025-04-22T19:08:32.566Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "oral b io" } ], "product_details": [ { "asin": "B095FRGT35" }, { "title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal" }, { "price": "$139.95" }, { "bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "Grayopal" }, { "Size": "1 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""} ], "comparison_items": [ {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:08:32.566Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2526, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:32.566Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:43.830Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:08:43.830Z	click	review	rule	2025-04-22T19:08:43.830Z	train	2,527	2025-04-22T19:08:43.830Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "oral b io" } ], "product_details": [ { "asin": "B095FRGT35" }, { "title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal" }, { "price": "$139.95" }, { "bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "Grayopal" }, { "Size": "1 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""} ], "comparison_items": [ {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:08:43.830Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2527, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:43.830Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:48.619Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:08:48.619Z	click	review	rule	2025-04-22T19:08:48.619Z	train	2,528	2025-04-22T19:08:48.619Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "oral b io" } ], "product_details": [ { "asin": "B095FRGT35" }, { "title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal" }, { "price": "$139.95" }, { "bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "Grayopal" }, { "Size": "1 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""} ], "comparison_items": [ {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:08:48.619Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2528, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:48.619Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:09:00.559Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:09:00.559Z	click	review	rule	2025-04-22T19:09:00.559Z	train	2,529	2025-04-22T19:09:00.559Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "oral b io" } ], "product_details": [ { "asin": "B095FRGT35" }, { "title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal" }, { "price": "$139.95" }, { "bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "Grayopal" }, { "Size": "1 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""} ], "comparison_items": [ {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:09:00.559Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2529, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:09:00.559Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:09:32.910Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:09:32.910Z	click	review	rule	2025-04-22T19:09:32.910Z	train	2,530	2025-04-22T19:09:32.910Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "oral b io" } ], "product_details": [ { "asin": "B095FRGT35" }, { "title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal" }, { "price": "$139.95" }, { "bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "Grayopal" }, { "Size": "1 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""} ], "comparison_items": [ {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:09:32.910Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2530, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:09:32.910Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:09:41.880Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:09:41.880Z	click	review	rule	2025-04-22T19:09:41.880Z	train	2,531	2025-04-22T19:09:41.880Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "oral b io" } ], "product_details": [ { "asin": "B095FRGT35" }, { "title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal" }, { "price": "$139.95" }, { "bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "Grayopal" }, { "Size": "1 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""} ], "comparison_items": [ {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:09:41.880Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2531, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:09:41.880Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:15:59.642Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:15:59.642Z	click	nav_bar	rule	2025-04-22T19:15:59.642Z	train	2,532	2025-04-22T19:15:59.642Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:41.880Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "oral b io" } ], "product_details": [ { "asin": "B095FRGT35" }, { "title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal" }, { "price": "$139.95" }, { "bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs." } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "Grayopal" }, { "Size": "1 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""} ], "comparison_items": [ {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:15:59.642Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2532, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"oral b io\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B095FRGT35\"\n},\n {\n \"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"\n},\n {\n \"price\": \"$139.95\"\n},\n {\n \"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grayopal\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:15:59.642Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:16:08.020Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:16:08.020Z	input	sonicare toothbrush	rule	2025-04-22T19:16:08.020Z	train	2,533	2025-04-22T19:16:08.020Z	input	sonicare toothbrush	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:41.880Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:15:59.642Z", "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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:16:08.020Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>sonicare toothbrush</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>sonicare toothbrush</answer_argument>", "index": 2533, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:16:08.020Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sonicare toothbrush\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic Adult1 Count (Pack of 1)\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case Adult1 Count (Pack of 1)\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\",\n \"asin\": \"B084TM4XKG\"\n},\n {\n \"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\",\n \"asin\": \"B09LD7WRVS\"\n},\n {\n \"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\",\n \"asin\": \"B084X7BKF3\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, White, Model HX3681/23\", \"asin\": \"B09LD8T445\", \"price\": \"$49.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6857/11\", \"asin\": \"B078GVH2VH\", \"price\": \"$79.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n {\"title\": \"Philips Sonicare ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05\", \"asin\": \"B07TGQP8G1\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"PHILIPS Sonicare ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21\", \"asin\": \"B078GVDB18\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"PHILIPS Sonicare 2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04\", \"asin\": \"B09LD8PTNJ\", \"price\": \"$32.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count\", \"asin\": \"B078GVDB19\", \"price\": \"$49.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Only 3 left in stock - order soon.\"},\n {\"title\": \"Aquasonic Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count\", \"asin\": \"B0BWNY7ZZS\", \"price\": \"$99.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n {\"title\": \"Oral-B Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack\", \"asin\": \"B01KZ6V00W\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Philips One by Sonicare Battery Toothbrush, Midnight Blue, HY1100/04\", \"asin\": \"B08S8RZ32R\", \"price\": \"$24.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Black, Model HX9923/11\", \"asin\": \"B0CM44GT41\", \"price\": \"$279.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"PHILIPS Sonicare 9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92\", \"asin\": \"B0B5VQHL6N\", \"price\": \"$189.00\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 11 left in stock - order soon.\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"BURST Original Sonic Electric Toothbrush for Adults (White) \| Soft Bristles \| Deep Clean Stain & Plaque Removal \| 3 Modes: Teeth Whitening, Sensitive & Massage\", \"asin\": \"B07WVF44WP\", \"price\": \"$53.32\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)\", \"asin\": \"B005GLZ9U4\", \"price\": \"$10.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"2-1 Oral Clean Kit- Water Dental flosser & Electric Toothbrush Combo- Brushing & Flossing- for Teeth Cleaning and Gum Health (Black)\", \"asin\": \"B0CZL55GR7\", \"price\": \"$59.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Philips Sonicare One by Sonicare Rechargeable Toothbrush, Sage, HY1200/28\", \"asin\": \"B0C8KSK2D3\", \"price\": \"$39.29\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01\", \"asin\": \"B078D75HMM\", \"price\": \"$46.39\", \"delivery\": \"FREE delivery Wed, Apr 30 for Prime members\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Grey, Model HX9903/45\", \"asin\": \"B0CM438KZY\", \"price\": \"$225.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush, Interactive for Better Brushing, Turquoise, HX6321/02\", \"asin\": \"B00YAR7ZL6\", \"price\": \"$34.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare DiamondClean Smart 9750 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Rosegold, HX9924/67\", \"asin\": \"B0CM418165\", \"price\": \"$339.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare Genuine E-Series Replacement Toothbrush Heads, 3 Brush Heads, White, HX7023/64\", \"asin\": \"B0085RZKR8\", \"price\": \"$41.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare Genuine SimplyClean Replacement Toothbrush Heads, 5 Brush Heads, White, HX6015/03\", \"asin\": \"B00OELU6B4\", \"price\": \"$39.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare A3 Premium All-in-One, Genuine Replacement Toothbrush Heads, White, 2 Pack, HX9092/65\", \"asin\": \"B091TW5ZSF\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare DiamondClean Smart 9700 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Lunar Blue, Model HX9957/71\", \"asin\": \"B0CM41TKPD\", \"price\": \"$333.16\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 1 left in stock - order soon.\"},\n {\"title\": \"Philips Sonicare Genuine Sensitive Replacement Toothbrush Heads for Sensitive Teeth, 3 Brush Heads, White, HX6053/64\", \"asin\": \"B0086VIA0M\", \"price\": \"$27.96\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Philips Sonicare Genuine C3 Premium Plaque Control Toothbrush Heads, 4 Brush Heads, White, HX9044/65\", \"asin\": \"B0719D46NY\", \"price\": \"$44.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Replacement Toothbrush Heads, 3 Brush Heads, White, HX6063/65\", \"asin\": \"B078BBZQWK\", \"price\": \"$34.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"PHILIPS Battery Powered Sonicare Diamond Clean Rechargeable Toothbrush for Complete Oral Care 2-Pack Handles \\uff08Black\", \"asin\": \"B0BF8PLVNP\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Apr 28 - 30 Only 3 left in stock - order soon.\"},\n {\"title\": \"IPX7 Waterproof Sonicare Electric Toothbrush, 2-Hour Fast Charge with Intelligent Time Reminder, 5 Modes, 8 Brush Heads, Travel, Indoor, Outdoor, Blue\", \"asin\": \"B0B9RQW6WK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare DiamondClean Connected Rechargeable Battery Powered Toothbrush 2-Pack Pink/White\", \"asin\": \"B09ML2YM1H\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Thu, May 1 Or fastest delivery Apr 24 - 28\"},\n {\"title\": \"PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, 4 Brush Heads, White, HX9054/65\", \"asin\": \"B071L9QVFQ\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink\", \"asin\": \"B08CGQ1XWF\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n {\"title\": \"Philips Sonicare Power Flosser & Toothbrush System 7000, HX3921/40\", \"asin\": \"B08LJ6CBSW\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)\", \"asin\": \"B07635CRS3\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Philips Sonicare 9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare for Kids 7+ Genuine Replacement Toothbrush Heads, 2 Brush Heads, Turquoise and White, Standard, HX6042/94\", \"asin\": \"B00G5L85S2\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9052/95\", \"asin\": \"B07146XQY2\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound\", \"asin\": \"B077Y7VQJ1\", \"price\": \"$123.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n {\"title\": \"Philips Sonicare G2 Optimal Gum Care Brush Heads, Genuine Replacement Toothbrush Heads, White, 3 Pack, HX9033/65\", \"asin\": \"B078BF2BGN\", \"price\": \"$27.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"PHILIPS Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)\", \"asin\": \"B0BHPWT7SR\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 2 left in stock - order soon.\"},\n {\"title\": \"Philips Sonicare Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)\", \"asin\": \"B07B38Z3S7\", \"price\": \"$45.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare G3 2-in-1 Plaque Removal + Gum Care Brush Heads, Genuine Replacement Toothbrush Heads, White, 2 Pack, HX9052/65\", \"asin\": \"B0719DCHV5\", \"price\": \"$26.96\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95\", \"asin\": \"B078BF27BB\", \"price\": \"$26.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"PHILIPS Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head\", \"asin\": \"B0CY3L6T8C\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n {\"title\": \"Philips Sonicare ProResults Brush Heads (Fit All Philips Sonicare Handles), 8 Pack - HX6018/26\", \"asin\": \"B00DE8VX9C\", \"price\": \"$41.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonic Electric Toothbrush for Adults Teens: 180 Days Battery Life, 48000VPM Motor 5 Cleaning Modes 2 Min Smart Timer 4 Quality Replacement Heads IPX8 Durable Rechargeable Travel Toothbrush\", \"asin\": \"B0DNF673KY\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips One By Sonicare, 2 Brush Heads, Mint Light Blue, BH1022/03\", \"asin\": \"B08S8PVQL5\", \"price\": \"$7.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare Original Brush for Kids HX6034 / 33, Gentle Cleaning of Children's Teeth, from 3 Years, 4 Pieces\", \"asin\": \"B00I97OW5U\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:16:27.525Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:16:27.525Z	click_product	B09LD8VXLX	rule	2025-04-22T19:16:27.525Z	train	2,534	2025-04-22T19:16:27.525Z	click_product	B09LD8VXLX	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:41.880Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:15:59.642Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-22T19:16:08.020Z", "action": "input", "action_argument": "sonicare toothbrush"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "sonicare toothbrush" } ], "promotion_items": [ {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Charcoal Metallic Adult1 Count (Pack of 1)", "asin": "B07R8DQHZK", "price": "$39.95", "quantity": ""}, {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case Adult1 Count (Pack of 1)", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""} ], "ads": [ { "title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG" }, { "title": "Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24", "asin": "B09LD7WRVS" }, { "title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3" } ], "search_results": [ {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Charcoal Metallic", "asin": "B07R8DQHZK", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, White, Model HX3681/23", "asin": "B09LD8T445", "price": "$49.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6857/11", "asin": "B078GVH2VH", "price": "$79.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02", "asin": "B09LD8VXLX", "price": "$19.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06", "asin": "B07TBGP29C", "price": "$199.99", "delivery": " FREE delivery Fri, Apr 25 "}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included", "asin": "B07HFG93GK", "price": "$49.95", "delivery": " Two-DayFREE delivery Thu, Apr 24 "}, {"title": "Philips Sonicare ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05", "asin": "B07TGQP8G1", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "PHILIPS Sonicare ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21", "asin": "B078GVDB18", "price": "$119.99", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "PHILIPS Sonicare 2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04", "asin": "B09LD8PTNJ", "price": "$32.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count", "asin": "B078GVDB19", "price": "$49.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Only 3 left in stock - order soon."}, {"title": "Aquasonic Black Series PRO \u2013 Ultra-Whitening Electric Toothbrush \u2013 5 Modes & Smart Timers \u2013 Premium Travel Case & 6 Proflex Brush Heads \u2013 ADA Accepted Toothbrush", "asin": "B0DH1K553B", "price": "$59.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count", "asin": "B0BWNY7ZZS", "price": "$99.99", "delivery": " FREE delivery Fri, Apr 25 "}, {"title": "Oral-B Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack", "asin": "B01KZ6V00W", "price": "$17.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Philips One by Sonicare Battery Toothbrush, Midnight Blue, HY1100/04", "asin": "B08S8RZ32R", "price": "$24.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Black, Model HX9923/11", "asin": "B0CM44GT41", "price": "$279.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "PHILIPS Sonicare 9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92", "asin": "B0B5VQHL6N", "price": "$189.00", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 11 left in stock - order soon."}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "BURST Original Sonic Electric Toothbrush for Adults (White) \| Soft Bristles \| Deep Clean Stain & Plaque Removal \| 3 Modes: Teeth Whitening, Sensitive & Massage", "asin": "B07WVF44WP", "price": "$53.32", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)", "asin": "B005GLZ9U4", "price": "$10.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "2-1 Oral Clean Kit- Water Dental flosser & Electric Toothbrush Combo- Brushing & Flossing- for Teeth Cleaning and Gum Health (Black)", "asin": "B0CZL55GR7", "price": "$59.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Philips Sonicare One by Sonicare Rechargeable Toothbrush, Sage, HY1200/28", "asin": "B0C8KSK2D3", "price": "$39.29", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Philips Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01", "asin": "B078D75HMM", "price": "$46.39", "delivery": "FREE delivery Wed, Apr 30 for Prime members"}, {"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Grey, Model HX9903/45", "asin": "B0CM438KZY", "price": "$225.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush, Interactive for Better Brushing, Turquoise, HX6321/02", "asin": "B00YAR7ZL6", "price": "$34.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare DiamondClean Smart 9750 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Rosegold, HX9924/67", "asin": "B0CM418165", "price": "$339.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare Genuine E-Series Replacement Toothbrush Heads, 3 Brush Heads, White, HX7023/64", "asin": "B0085RZKR8", "price": "$41.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare Genuine SimplyClean Replacement Toothbrush Heads, 5 Brush Heads, White, HX6015/03", "asin": "B00OELU6B4", "price": "$39.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare A3 Premium All-in-One, Genuine Replacement Toothbrush Heads, White, 2 Pack, HX9092/65", "asin": "B091TW5ZSF", "price": "$26.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare DiamondClean Smart 9700 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Lunar Blue, Model HX9957/71", "asin": "B0CM41TKPD", "price": "$333.16", "delivery": "FREE delivery Fri, Apr 25 Only 1 left in stock - order soon."}, {"title": "Philips Sonicare Genuine Sensitive Replacement Toothbrush Heads for Sensitive Teeth, 3 Brush Heads, White, HX6053/64", "asin": "B0086VIA0M", "price": "$27.96", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Philips Sonicare Genuine C3 Premium Plaque Control Toothbrush Heads, 4 Brush Heads, White, HX9044/65", "asin": "B0719D46NY", "price": "$44.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare Genuine W DiamondClean Replacement Toothbrush Heads, 3 Brush Heads, White, HX6063/65", "asin": "B078BBZQWK", "price": "$34.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "PHILIPS Battery Powered Sonicare Diamond Clean Rechargeable Toothbrush for Complete Oral Care 2-Pack Handles \uff08Black", "asin": "B0BF8PLVNP", "price": "$299.99", "delivery": "FREE delivery Apr 28 - 30 Only 3 left in stock - order soon."}, {"title": "IPX7 Waterproof Sonicare Electric Toothbrush, 2-Hour Fast Charge with Intelligent Time Reminder, 5 Modes, 8 Brush Heads, Travel, Indoor, Outdoor, Blue", "asin": "B0B9RQW6WK", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare DiamondClean Connected Rechargeable Battery Powered Toothbrush 2-Pack Pink/White", "asin": "B09ML2YM1H", "price": "$279.99", "delivery": "FREE delivery Thu, May 1 Or fastest delivery Apr 24 - 28"}, {"title": "PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)", "asin": "B0D3FL916L", "price": "$78.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, 4 Brush Heads, White, HX9054/65", "asin": "B071L9QVFQ", "price": "$26.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink", "asin": "B08CGQ1XWF", "price": "$129.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Philips Sonicare Power Flosser & Toothbrush System 7000, HX3921/40", "asin": "B08LJ6CBSW", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)", "asin": "B07635CRS3", "price": "$169.98", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Philips Sonicare 9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12", "asin": "B08YCVJKXV", "price": "$379.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare for Kids 7+ Genuine Replacement Toothbrush Heads, 2 Brush Heads, Turquoise and White, Standard, HX6042/94", "asin": "B00G5L85S2", "price": "$19.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9052/95", "asin": "B07146XQY2", "price": "$26.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound", "asin": "B077Y7VQJ1", "price": "$123.99", "delivery": "FREE delivery Apr 30 - May 3 for Prime members"}, {"title": "Philips Sonicare G2 Optimal Gum Care Brush Heads, Genuine Replacement Toothbrush Heads, White, 3 Pack, HX9033/65", "asin": "B078BF2BGN", "price": "$27.96", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "PHILIPS Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)", "asin": "B0BHPWT7SR", "price": "$199.99", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 2 left in stock - order soon."}, {"title": "Philips Sonicare Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)", "asin": "B07B38Z3S7", "price": "$45.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare G3 2-in-1 Plaque Removal + Gum Care Brush Heads, Genuine Replacement Toothbrush Heads, White, 2 Pack, HX9052/65", "asin": "B0719DCHV5", "price": "$26.96", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95", "asin": "B078BF27BB", "price": "$26.96", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "PHILIPS Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head", "asin": "B0CY3L6T8C", "price": "$94.99", "delivery": "FREE delivery Apr 30 - May 3 for Prime members"}, {"title": "Philips Sonicare ProResults Brush Heads (Fit All Philips Sonicare Handles), 8 Pack - HX6018/26", "asin": "B00DE8VX9C", "price": "$41.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonic Electric Toothbrush for Adults Teens: 180 Days Battery Life, 48000VPM Motor 5 Cleaning Modes 2 Min Smart Timer 4 Quality Replacement Heads IPX8 Durable Rechargeable Travel Toothbrush", "asin": "B0DNF673KY", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips One By Sonicare, 2 Brush Heads, Mint Light Blue, BH1022/03", "asin": "B08S8PVQL5", "price": "$7.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare Original Brush for Kids HX6034 / 33, Gentle Cleaning of Children's Teeth, from 3 Years, 4 Pieces", "asin": "B00I97OW5U", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:16:27.525Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B09LD8VXLX</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click_product</answer_action><answer_argument>B09LD8VXLX</answer_argument>", "index": 2534, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sonicare toothbrush\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic Adult1 Count (Pack of 1)\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case Adult1 Count (Pack of 1)\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\",\n \"asin\": \"B084TM4XKG\"\n},\n {\n \"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\",\n \"asin\": \"B09LD7WRVS\"\n},\n {\n \"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\",\n \"asin\": \"B084X7BKF3\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, White, Model HX3681/23\", \"asin\": \"B09LD8T445\", \"price\": \"$49.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6857/11\", \"asin\": \"B078GVH2VH\", \"price\": \"$79.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n {\"title\": \"Philips Sonicare ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05\", \"asin\": \"B07TGQP8G1\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"PHILIPS Sonicare ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21\", \"asin\": \"B078GVDB18\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"PHILIPS Sonicare 2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04\", \"asin\": \"B09LD8PTNJ\", \"price\": \"$32.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count\", \"asin\": \"B078GVDB19\", \"price\": \"$49.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Only 3 left in stock - order soon.\"},\n {\"title\": \"Aquasonic Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count\", \"asin\": \"B0BWNY7ZZS\", \"price\": \"$99.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n {\"title\": \"Oral-B Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack\", \"asin\": \"B01KZ6V00W\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Philips One by Sonicare Battery Toothbrush, Midnight Blue, HY1100/04\", \"asin\": \"B08S8RZ32R\", \"price\": \"$24.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Black, Model HX9923/11\", \"asin\": \"B0CM44GT41\", \"price\": \"$279.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"PHILIPS Sonicare 9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92\", \"asin\": \"B0B5VQHL6N\", \"price\": \"$189.00\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 11 left in stock - order soon.\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"BURST Original Sonic Electric Toothbrush for Adults (White) \| Soft Bristles \| Deep Clean Stain & Plaque Removal \| 3 Modes: Teeth Whitening, Sensitive & Massage\", \"asin\": \"B07WVF44WP\", \"price\": \"$53.32\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)\", \"asin\": \"B005GLZ9U4\", \"price\": \"$10.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"2-1 Oral Clean Kit- Water Dental flosser & Electric Toothbrush Combo- Brushing & Flossing- for Teeth Cleaning and Gum Health (Black)\", \"asin\": \"B0CZL55GR7\", \"price\": \"$59.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Philips Sonicare One by Sonicare Rechargeable Toothbrush, Sage, HY1200/28\", \"asin\": \"B0C8KSK2D3\", \"price\": \"$39.29\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01\", \"asin\": \"B078D75HMM\", \"price\": \"$46.39\", \"delivery\": \"FREE delivery Wed, Apr 30 for Prime members\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Grey, Model HX9903/45\", \"asin\": \"B0CM438KZY\", \"price\": \"$225.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush, Interactive for Better Brushing, Turquoise, HX6321/02\", \"asin\": \"B00YAR7ZL6\", \"price\": \"$34.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare DiamondClean Smart 9750 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Rosegold, HX9924/67\", \"asin\": \"B0CM418165\", \"price\": \"$339.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare Genuine E-Series Replacement Toothbrush Heads, 3 Brush Heads, White, HX7023/64\", \"asin\": \"B0085RZKR8\", \"price\": \"$41.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare Genuine SimplyClean Replacement Toothbrush Heads, 5 Brush Heads, White, HX6015/03\", \"asin\": \"B00OELU6B4\", \"price\": \"$39.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare A3 Premium All-in-One, Genuine Replacement Toothbrush Heads, White, 2 Pack, HX9092/65\", \"asin\": \"B091TW5ZSF\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare DiamondClean Smart 9700 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Lunar Blue, Model HX9957/71\", \"asin\": \"B0CM41TKPD\", \"price\": \"$333.16\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 1 left in stock - order soon.\"},\n {\"title\": \"Philips Sonicare Genuine Sensitive Replacement Toothbrush Heads for Sensitive Teeth, 3 Brush Heads, White, HX6053/64\", \"asin\": \"B0086VIA0M\", \"price\": \"$27.96\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Philips Sonicare Genuine C3 Premium Plaque Control Toothbrush Heads, 4 Brush Heads, White, HX9044/65\", \"asin\": \"B0719D46NY\", \"price\": \"$44.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Replacement Toothbrush Heads, 3 Brush Heads, White, HX6063/65\", \"asin\": \"B078BBZQWK\", \"price\": \"$34.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"PHILIPS Battery Powered Sonicare Diamond Clean Rechargeable Toothbrush for Complete Oral Care 2-Pack Handles \\uff08Black\", \"asin\": \"B0BF8PLVNP\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Apr 28 - 30 Only 3 left in stock - order soon.\"},\n {\"title\": \"IPX7 Waterproof Sonicare Electric Toothbrush, 2-Hour Fast Charge with Intelligent Time Reminder, 5 Modes, 8 Brush Heads, Travel, Indoor, Outdoor, Blue\", \"asin\": \"B0B9RQW6WK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare DiamondClean Connected Rechargeable Battery Powered Toothbrush 2-Pack Pink/White\", \"asin\": \"B09ML2YM1H\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Thu, May 1 Or fastest delivery Apr 24 - 28\"},\n {\"title\": \"PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, 4 Brush Heads, White, HX9054/65\", \"asin\": \"B071L9QVFQ\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink\", \"asin\": \"B08CGQ1XWF\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n {\"title\": \"Philips Sonicare Power Flosser & Toothbrush System 7000, HX3921/40\", \"asin\": \"B08LJ6CBSW\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)\", \"asin\": \"B07635CRS3\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Philips Sonicare 9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare for Kids 7+ Genuine Replacement Toothbrush Heads, 2 Brush Heads, Turquoise and White, Standard, HX6042/94\", \"asin\": \"B00G5L85S2\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9052/95\", \"asin\": \"B07146XQY2\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound\", \"asin\": \"B077Y7VQJ1\", \"price\": \"$123.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n {\"title\": \"Philips Sonicare G2 Optimal Gum Care Brush Heads, Genuine Replacement Toothbrush Heads, White, 3 Pack, HX9033/65\", \"asin\": \"B078BF2BGN\", \"price\": \"$27.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"PHILIPS Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)\", \"asin\": \"B0BHPWT7SR\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 2 left in stock - order soon.\"},\n {\"title\": \"Philips Sonicare Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)\", \"asin\": \"B07B38Z3S7\", \"price\": \"$45.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare G3 2-in-1 Plaque Removal + Gum Care Brush Heads, Genuine Replacement Toothbrush Heads, White, 2 Pack, HX9052/65\", \"asin\": \"B0719DCHV5\", \"price\": \"$26.96\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95\", \"asin\": \"B078BF27BB\", \"price\": \"$26.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"PHILIPS Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head\", \"asin\": \"B0CY3L6T8C\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n {\"title\": \"Philips Sonicare ProResults Brush Heads (Fit All Philips Sonicare Handles), 8 Pack - HX6018/26\", \"asin\": \"B00DE8VX9C\", \"price\": \"$41.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonic Electric Toothbrush for Adults Teens: 180 Days Battery Life, 48000VPM Motor 5 Cleaning Modes 2 Min Smart Timer 4 Quality Replacement Heads IPX8 Durable Rechargeable Travel Toothbrush\", \"asin\": \"B0DNF673KY\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips One By Sonicare, 2 Brush Heads, Mint Light Blue, BH1022/03\", \"asin\": \"B08S8PVQL5\", \"price\": \"$7.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips Sonicare Original Brush for Kids HX6034 / 33, Gentle Cleaning of Children's Teeth, from 3 Years, 4 Pieces\", \"asin\": \"B00I97OW5U\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:16:27.525Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sonicare toothbrush\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09LD8VXLX\"\n},\n {\n \"title\": \"PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\"\n},\n {\n \"price\": \"$19.96\"\n},\n {\n \"bullet_list\": \"2 minute SmarTimer with QuadPacer ensure Dentist-recommended brushing time. Battery life up to 14 days Slim ergonomic design makes brushing easier and more comfortable Easy-start gently eases you into the electric brushing experience by gradually increasing power Long battery life with battery light indicator: One charge last for 2 weeks Includes: 1 Philips Sonicare 1100 electric toothbrush, 1 SimplyClean (C1) brush head, and 1 USB charger (wall adaptor not included) Subscribe & Save on genuine Philips Sonicare brush head replacements and save up to 15%.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare 9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Power Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Mint Green Metallic\", \"asin\": \"B0C1D7WZ1W\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\"},\n {\"title\": \"Brushmo e-Series Electric Sonic Toothbrush - Rechargeable Screw-On Electronic Tooth Brush for Adults with 3 Modes & Timer - IPX7 Waterproof, Long-Lasting Battery & Wireless Charging Base - White\", \"asin\": \"B0DD62Z666\", \"price\": \"$49.95\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6857/11\", \"asin\": \"B078GVH2VH\", \"price\": \"$79.96\"},\n {\"title\": \"Sonic Electric Toothbrush for Adults and Kids, Rechargeable Toothbrush With 8 Brush Head, 4 Modes and 2 Minute Timer, 42000VPM Power Motor, IPX8 Waterproof, 4 Hours Fast Charge last 90 days (Black)\", \"asin\": \"B0D7ZX8RG5\", \"price\": \"$9.99\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"},\n {\"title\": \"COSLUS Electric Toothbrush for Adults and Teen: Wireless Rechargeable Tooth Brush for Adult and Teen Youth with Portable Travel Case, 5 Modes 47000 VPM Power Toothbrushes 6 Brush Heads Pink\", \"asin\": \"B0D5R9HG6F\", \"price\": \"$17.13\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:16:58.031Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T19:16:58.031Z	click	review	rule	2025-04-22T19:16:58.031Z	train	2,535	2025-04-22T19:16:58.031Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:41.880Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:15:59.642Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-22T19:16:08.020Z", "action": "input", "action_argument": "sonicare toothbrush"} {"timestamp": "2025-04-22T19:16:27.525Z", "action": "click_product", "action_argument": "B09LD8VXLX"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "sonicare toothbrush" } ], "product_details": [ { "asin": "B09LD8VXLX" }, { "title": "PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02" }, { "price": "$19.96" }, { "bullet_list": "2 minute SmarTimer with QuadPacer ensure Dentist-recommended brushing time. Battery life up to 14 days Slim ergonomic design makes brushing easier and more comfortable Easy-start gently eases you into the electric brushing experience by gradually increasing power Long battery life with battery light indicator: One charge last for 2 weeks Includes: 1 Philips Sonicare 1100 electric toothbrush, 1 SimplyClean (C1) brush head, and 1 USB charger (wall adaptor not included) Subscribe & Save on genuine Philips Sonicare brush head replacements and save up to 15%." } ], "product_quantity": [ { "quantity": "1" } ], "promotion_items": [ {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06", "asin": "B07TBGP29C", "price": "$199.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Philips Sonicare 9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12", "asin": "B08YCVJKXV", "price": "$379.96", "quantity": ""}, {"title": "Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included", "asin": "B07HFG93GK", "price": "$49.95", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Power Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Mint Green Metallic", "asin": "B0C1D7WZ1W", "price": "$39.95", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included", "asin": "B07HFG93GK", "price": "$49.95", "quantity": ""}, {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06", "asin": "B07TBGP29C", "price": "$199.99", "quantity": ""} ], "comparison_items": [ {"title": "PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02", "asin": "B09LD8VXLX", "price": "$19.96"}, {"title": "Brushmo e-Series Electric Sonic Toothbrush - Rechargeable Screw-On Electronic Tooth Brush for Adults with 3 Modes & Timer - IPX7 Waterproof, Long-Lasting Battery & Wireless Charging Base - White", "asin": "B0DD62Z666", "price": "$49.95"}, {"title": "Philips Sonicare ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6857/11", "asin": "B078GVH2VH", "price": "$79.96"}, {"title": "Sonic Electric Toothbrush for Adults and Kids, Rechargeable Toothbrush With 8 Brush Head, 4 Modes and 2 Minute Timer, 42000VPM Power Motor, IPX8 Waterproof, 4 Hours Fast Charge last 90 days (Black)", "asin": "B0D7ZX8RG5", "price": "$9.99"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}, {"title": "COSLUS Electric Toothbrush for Adults and Teen: Wireless Rechargeable Tooth Brush for Adult and Teen Youth with Portable Travel Case, 5 Modes 47000 VPM Power Toothbrushes 6 Brush Heads Pink", "asin": "B0D5R9HG6F", "price": "$17.13"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T19:16:58.031Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2535, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sonicare toothbrush\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09LD8VXLX\"\n},\n {\n \"title\": \"PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\"\n},\n {\n \"price\": \"$19.96\"\n},\n {\n \"bullet_list\": \"2 minute SmarTimer with QuadPacer ensure Dentist-recommended brushing time. Battery life up to 14 days Slim ergonomic design makes brushing easier and more comfortable Easy-start gently eases you into the electric brushing experience by gradually increasing power Long battery life with battery light indicator: One charge last for 2 weeks Includes: 1 Philips Sonicare 1100 electric toothbrush, 1 SimplyClean (C1) brush head, and 1 USB charger (wall adaptor not included) Subscribe & Save on genuine Philips Sonicare brush head replacements and save up to 15%.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare 9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Power Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Mint Green Metallic\", \"asin\": \"B0C1D7WZ1W\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\"},\n {\"title\": \"Brushmo e-Series Electric Sonic Toothbrush - Rechargeable Screw-On Electronic Tooth Brush for Adults with 3 Modes & Timer - IPX7 Waterproof, Long-Lasting Battery & Wireless Charging Base - White\", \"asin\": \"B0DD62Z666\", \"price\": \"$49.95\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6857/11\", \"asin\": \"B078GVH2VH\", \"price\": \"$79.96\"},\n {\"title\": \"Sonic Electric Toothbrush for Adults and Kids, Rechargeable Toothbrush With 8 Brush Head, 4 Modes and 2 Minute Timer, 42000VPM Power Motor, IPX8 Waterproof, 4 Hours Fast Charge last 90 days (Black)\", \"asin\": \"B0D7ZX8RG5\", \"price\": \"$9.99\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"},\n {\"title\": \"COSLUS Electric Toothbrush for Adults and Teen: Wireless Rechargeable Tooth Brush for Adult and Teen Youth with Portable Travel Case, 5 Modes 47000 VPM Power Toothbrushes 6 Brush Heads Pink\", \"asin\": \"B0D5R9HG6F\", \"price\": \"$17.13\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:16:58.031Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T22:42:53.337Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T22:42:53.337Z	input	sonicare 6100	rule	2025-04-22T22:42:53.337Z	train	2,536	2025-04-22T22:42:53.337Z	input	sonicare 6100	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T22:42:53.337Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>sonicare 6100</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>sonicare 6100</answer_argument>", "index": 2536, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T22:42:53.337Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T22:42:53.337Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sonicare 6100\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n {\"title\": \"AquaSonic Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases Adult1 Count (Pack of 1)\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\",\n \"asin\": \"B084TM4XKG\"\n},\n {\n \"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\",\n \"asin\": \"B09LD7WRVS\"\n},\n {\n \"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\",\n \"asin\": \"B084X7BKF3\"\n}\n ],\n \"search_results\": [\n {\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count\", \"asin\": \"B0BWNY7ZZS\", \"price\": \"$99.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n {\"title\": \"ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21\", \"asin\": \"B078GVDB18\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60\", \"asin\": \"B078GVH2VJ\", \"price\": \"$79.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$48.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Advantage Vivid Dual Action Whitening Toothbrushes, Soft, Tooth Brush Pack of 4 Count, Tooth Brushes (Packaging and Product Color May Vary)\", \"asin\": \"B06XK2M3H3\", \"price\": \"$7.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"delivery\": \"FREE delivery for Prime membersOnly 1 left in stock - order soon.\"},\n {\"title\": \"Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n {\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound\", \"asin\": \"B077Y7VQJ1\", \"price\": \"$123.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n {\"title\": \"Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95\", \"asin\": \"B078BF27BB\", \"price\": \"$26.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black\", \"asin\": \"B0DNMLK6SC\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05\", \"asin\": \"B07TGQP8G1\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)\", \"asin\": \"B0BHPWT7SR\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Mon, Apr 28 for Prime members Only 1 left in stock - order soon.\"},\n {\"title\": \"Replacement Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DiamondClean 9500 ExpertClean 7500 FlexCare HealthyWhite Electric Sonic Toothbrush C3 G3 W3 C2 G2 Brush, White, 6 Pack\", \"asin\": \"B09L88473N\", \"price\": \"$14.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Pro Whitening Brilliance Toothbrushes, Extra Soft, Black, Coral, and Teal, 4 Count\", \"asin\": \"B0DPR5DKMG\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack\", \"asin\": \"B01KZ6V00W\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)\", \"asin\": \"B005GLZ9U4\", \"price\": \"$10.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92\", \"asin\": \"B0B5VQHL6N\", \"price\": \"$178.81\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 10 left in stock - order soon.\"},\n {\"title\": \"Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)\", \"asin\": \"B07635CRS3\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Replacement Brush Heads Compatible with Philips Sonicare ProtectiveClean 6100, 5100, 4100 Electric Toothbrush, W Toothbrush Head for Sonicare 6062/95, Black, 12 Count\", \"asin\": \"B0CM3BVXDP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04\", \"asin\": \"B09LD8PTNJ\", \"price\": \"$32.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head\", \"asin\": \"B0CY3L6T8C\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n {\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black\", \"asin\": \"B0931YDT8X\", \"price\": \"$149.00\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)\", \"asin\": \"B07B38Z3S7\", \"price\": \"$45.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack\", \"asin\": \"B0BRK9S2CF\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Apr 25 - 29 Only 13 left in stock - order soon.\"},\n {\"title\": \"DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15\", \"asin\": \"B0CM426N2Y\", \"price\": \"$213.58\", \"delivery\": \"FREE delivery Apr 27 - 29 for Prime members\"},\n {\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count\", \"asin\": \"B078GVDB19\", \"price\": \"$48.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Electric Toothbrush DiamondClean, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink\", \"asin\": \"B0BKR42599\", \"price\": \"$73.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips One by Sonicare Battery Toothbrush, Miami Coral, HY1100/01\", \"asin\": \"B08S8RH7MQ\", \"price\": \"$23.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Replacement Toothbrush Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DailyClean DiamondClean EasyClean PowerUp Plaque Control Gum Health C2 G2 HX6817/01 HX6857/11 White, 4 Pack\", \"asin\": \"B09FXMSXMN\", \"price\": \"$9.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer\", \"asin\": \"B0C4799ZLW\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink\", \"asin\": \"B08CGQ1XWF\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n {\"title\": \"Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)\", \"asin\": \"B0DQ3BWPM4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)\", \"asin\": \"B09NNBDX7Z\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush \| White\", \"asin\": \"B0852YJMT3\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01\", \"asin\": \"B078D75HMM\"},\n {\"title\": \"Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)\", \"asin\": \"B08QFC4YBM\", \"price\": \"$25.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender\", \"asin\": \"B0D63KYHHH\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black\", \"asin\": \"B0C9WKZMFQ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack\", \"asin\": \"B09W2JG27G\", \"price\": \"$16.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632\", \"asin\": \"B0DXLB65GG\", \"price\": \"$47.49\", \"delivery\": \"FREE delivery May 2 - 14\"},\n {\"title\": \"Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord\", \"asin\": \"B0CZQWHQ6K\", \"price\": \"$8.97\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)\", \"asin\": \"B09D3YNPVV\", \"price\": \"$29.62\", \"delivery\": \"$4.79 delivery Tue, May 6\"},\n {\"title\": \"Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack\", \"asin\": \"B0B6C952WV\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)\", \"asin\": \"B08N4PZTNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS\", \"asin\": \"B0D498GFDL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof\", \"asin\": \"B0DGQB8X58\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement\", \"asin\": \"B0D1GM4BNT\", \"price\": \"$17.89\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T23:05:45.693Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T23:05:45.693Z	input	sonicare 6100	rule	2025-04-22T23:05:45.693Z	train	2,537	2025-04-22T23:05:45.693Z	input	sonicare 6100	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T22:42:53.337Z", "action": "input", "action_argument": "sonicare 6100"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "sonicare 6100" } ], "promotion_items": [ {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)", "asin": "B0D1DQ7BH9", "price": "$54.94", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)", "asin": "B0D1DQ7BH9", "price": "$54.94", "quantity": ""}, {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""}, {"title": "AquaSonic Duo PRO \u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases Adult1 Count (Pack of 1)", "asin": "B083G7F8PG", "price": "$79.95", "quantity": ""} ], "ads": [ { "title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG" }, { "title": "Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24", "asin": "B09LD7WRVS" }, { "title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3" } ], "search_results": [ {"title": "iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$54.94", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count", "asin": "B0BWNY7ZZS", "price": "$99.99", "delivery": " FREE delivery Fri, Apr 25 "}, {"title": "ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21", "asin": "B078GVDB18", "price": "$119.99", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60", "asin": "B078GVH2VJ", "price": "$79.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24", "asin": "B09LD7WRVS", "price": "$48.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Advantage Vivid Dual Action Whitening Toothbrushes, Soft, Tooth Brush Pack of 4 Count, Tooth Brushes (Packaging and Product Color May Vary)", "asin": "B06XK2M3H3", "price": "$7.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Duo PRO \u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases", "asin": "B083G7F8PG", "price": "$79.95", "delivery": "FREE delivery for Prime membersOnly 1 left in stock - order soon."}, {"title": "Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included", "asin": "B07HFG93GK", "price": "$49.95", "delivery": " Two-DayFREE delivery Thu, Apr 24 "}, {"title": "Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02", "asin": "B09LD8VXLX", "price": "$19.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound", "asin": "B077Y7VQJ1", "price": "$123.99", "delivery": "FREE delivery Apr 30 - May 3 for Prime members"}, {"title": "Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95", "asin": "B078BF27BB", "price": "$26.96", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Charcoal Metallic", "asin": "B07R8DQHZK", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black", "asin": "B0DNMLK6SC", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Black Series PRO \u2013 Ultra-Whitening Electric Toothbrush \u2013 5 Modes & Smart Timers \u2013 Premium Travel Case & 6 Proflex Brush Heads \u2013 ADA Accepted Toothbrush", "asin": "B0DH1K553B", "price": "$59.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)", "asin": "B0D3FL916L", "price": "$78.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05", "asin": "B07TGQP8G1", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)", "asin": "B0BHPWT7SR", "price": "$199.99", "delivery": "FREE delivery Mon, Apr 28 for Prime members Only 1 left in stock - order soon."}, {"title": "Replacement Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DiamondClean 9500 ExpertClean 7500 FlexCare HealthyWhite Electric Sonic Toothbrush C3 G3 W3 C2 G2 Brush, White, 6 Pack", "asin": "B09L88473N", "price": "$14.38", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro Whitening Brilliance Toothbrushes, Extra Soft, Black, Coral, and Teal, 4 Count", "asin": "B0DPR5DKMG", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack", "asin": "B01KZ6V00W", "price": "$17.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)", "asin": "B005GLZ9U4", "price": "$10.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92", "asin": "B0B5VQHL6N", "price": "$178.81", "delivery": "FREE delivery Fri, Apr 25 Only 10 left in stock - order soon."}, {"title": "Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)", "asin": "B07635CRS3", "price": "$169.98", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Replacement Brush Heads Compatible with Philips Sonicare ProtectiveClean 6100, 5100, 4100 Electric Toothbrush, W Toothbrush Head for Sonicare 6062/95, Black, 12 Count", "asin": "B0CM3BVXDP", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04", "asin": "B09LD8PTNJ", "price": "$32.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head", "asin": "B0CY3L6T8C", "price": "$94.99", "delivery": "FREE delivery Apr 30 - May 3 for Prime members"}, {"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12", "asin": "B08YCVJKXV", "price": "$379.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black", "asin": "B0931YDT8X", "price": "$149.00", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)", "asin": "B07B38Z3S7", "price": "$45.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack", "asin": "B0BRK9S2CF", "price": "$94.99", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Apr 25 - 29 Only 13 left in stock - order soon."}, {"title": "DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15", "asin": "B0CM426N2Y", "price": "$213.58", "delivery": "FREE delivery Apr 27 - 29 for Prime members"}, {"title": "Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count", "asin": "B078GVDB19", "price": "$48.99", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Electric Toothbrush DiamondClean, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink", "asin": "B0BKR42599", "price": "$73.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips One by Sonicare Battery Toothbrush, Miami Coral, HY1100/01", "asin": "B08S8RH7MQ", "price": "$23.85", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Toothbrush Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DailyClean DiamondClean EasyClean PowerUp Plaque Control Gum Health C2 G2 HX6817/01 HX6857/11 White, 4 Pack", "asin": "B09FXMSXMN", "price": "$9.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer", "asin": "B0C4799ZLW", "price": "$69.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink", "asin": "B08CGQ1XWF", "price": "$129.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)", "asin": "B0DQ3BWPM4", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)", "asin": "B09NNBDX7Z", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush \| White", "asin": "B0852YJMT3", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01", "asin": "B078D75HMM"}, {"title": "Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)", "asin": "B08QFC4YBM", "price": "$25.64", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender", "asin": "B0D63KYHHH", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black", "asin": "B0C9WKZMFQ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack", "asin": "B09W2JG27G", "price": "$16.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632", "asin": "B0DXLB65GG", "price": "$47.49", "delivery": "FREE delivery May 2 - 14"}, {"title": "Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord", "asin": "B0CZQWHQ6K", "price": "$8.97", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)", "asin": "B09D3YNPVV", "price": "$29.62", "delivery": "$4.79 delivery Tue, May 6"}, {"title": "Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack", "asin": "B0B6C952WV", "price": "$15.95", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)", "asin": "B08N4PZTNQ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS", "asin": "B0D498GFDL", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof", "asin": "B0DGQB8X58", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement", "asin": "B0D1GM4BNT", "price": "$17.89", "delivery": " Two-Day FREE delivery Thu, Apr 24"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T23:05:45.693Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>sonicare 6100</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>sonicare 6100</answer_argument>", "index": 2537, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T22:42:53.337Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sonicare 6100\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n {\"title\": \"AquaSonic Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases Adult1 Count (Pack of 1)\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\",\n \"asin\": \"B084TM4XKG\"\n},\n {\n \"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\",\n \"asin\": \"B09LD7WRVS\"\n},\n {\n \"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\",\n \"asin\": \"B084X7BKF3\"\n}\n ],\n \"search_results\": [\n {\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count\", \"asin\": \"B0BWNY7ZZS\", \"price\": \"$99.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n {\"title\": \"ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21\", \"asin\": \"B078GVDB18\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60\", \"asin\": \"B078GVH2VJ\", \"price\": \"$79.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$48.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Advantage Vivid Dual Action Whitening Toothbrushes, Soft, Tooth Brush Pack of 4 Count, Tooth Brushes (Packaging and Product Color May Vary)\", \"asin\": \"B06XK2M3H3\", \"price\": \"$7.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"delivery\": \"FREE delivery for Prime membersOnly 1 left in stock - order soon.\"},\n {\"title\": \"Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n {\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound\", \"asin\": \"B077Y7VQJ1\", \"price\": \"$123.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n {\"title\": \"Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95\", \"asin\": \"B078BF27BB\", \"price\": \"$26.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black\", \"asin\": \"B0DNMLK6SC\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05\", \"asin\": \"B07TGQP8G1\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)\", \"asin\": \"B0BHPWT7SR\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Mon, Apr 28 for Prime members Only 1 left in stock - order soon.\"},\n {\"title\": \"Replacement Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DiamondClean 9500 ExpertClean 7500 FlexCare HealthyWhite Electric Sonic Toothbrush C3 G3 W3 C2 G2 Brush, White, 6 Pack\", \"asin\": \"B09L88473N\", \"price\": \"$14.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Pro Whitening Brilliance Toothbrushes, Extra Soft, Black, Coral, and Teal, 4 Count\", \"asin\": \"B0DPR5DKMG\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack\", \"asin\": \"B01KZ6V00W\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)\", \"asin\": \"B005GLZ9U4\", \"price\": \"$10.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92\", \"asin\": \"B0B5VQHL6N\", \"price\": \"$178.81\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 10 left in stock - order soon.\"},\n {\"title\": \"Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)\", \"asin\": \"B07635CRS3\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Replacement Brush Heads Compatible with Philips Sonicare ProtectiveClean 6100, 5100, 4100 Electric Toothbrush, W Toothbrush Head for Sonicare 6062/95, Black, 12 Count\", \"asin\": \"B0CM3BVXDP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04\", \"asin\": \"B09LD8PTNJ\", \"price\": \"$32.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head\", \"asin\": \"B0CY3L6T8C\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n {\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black\", \"asin\": \"B0931YDT8X\", \"price\": \"$149.00\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)\", \"asin\": \"B07B38Z3S7\", \"price\": \"$45.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack\", \"asin\": \"B0BRK9S2CF\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Apr 25 - 29 Only 13 left in stock - order soon.\"},\n {\"title\": \"DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15\", \"asin\": \"B0CM426N2Y\", \"price\": \"$213.58\", \"delivery\": \"FREE delivery Apr 27 - 29 for Prime members\"},\n {\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count\", \"asin\": \"B078GVDB19\", \"price\": \"$48.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Electric Toothbrush DiamondClean, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink\", \"asin\": \"B0BKR42599\", \"price\": \"$73.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips One by Sonicare Battery Toothbrush, Miami Coral, HY1100/01\", \"asin\": \"B08S8RH7MQ\", \"price\": \"$23.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Replacement Toothbrush Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DailyClean DiamondClean EasyClean PowerUp Plaque Control Gum Health C2 G2 HX6817/01 HX6857/11 White, 4 Pack\", \"asin\": \"B09FXMSXMN\", \"price\": \"$9.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer\", \"asin\": \"B0C4799ZLW\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink\", \"asin\": \"B08CGQ1XWF\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n {\"title\": \"Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)\", \"asin\": \"B0DQ3BWPM4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)\", \"asin\": \"B09NNBDX7Z\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush \| White\", \"asin\": \"B0852YJMT3\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01\", \"asin\": \"B078D75HMM\"},\n {\"title\": \"Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)\", \"asin\": \"B08QFC4YBM\", \"price\": \"$25.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender\", \"asin\": \"B0D63KYHHH\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black\", \"asin\": \"B0C9WKZMFQ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack\", \"asin\": \"B09W2JG27G\", \"price\": \"$16.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632\", \"asin\": \"B0DXLB65GG\", \"price\": \"$47.49\", \"delivery\": \"FREE delivery May 2 - 14\"},\n {\"title\": \"Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord\", \"asin\": \"B0CZQWHQ6K\", \"price\": \"$8.97\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)\", \"asin\": \"B09D3YNPVV\", \"price\": \"$29.62\", \"delivery\": \"$4.79 delivery Tue, May 6\"},\n {\"title\": \"Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack\", \"asin\": \"B0B6C952WV\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)\", \"asin\": \"B08N4PZTNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS\", \"asin\": \"B0D498GFDL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof\", \"asin\": \"B0DGQB8X58\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement\", \"asin\": \"B0D1GM4BNT\", \"price\": \"$17.89\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T23:05:45.693Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T22:42:53.337Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T23:05:45.693Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sonicare 6100\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n {\"title\": \"AquaSonic Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases Adult1 Count (Pack of 1)\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\",\n \"asin\": \"B084TM4XKG\"\n},\n {\n \"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\",\n \"asin\": \"B09LD7WRVS\"\n},\n {\n \"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\",\n \"asin\": \"B084X7BKF3\"\n}\n ],\n \"search_results\": [\n {\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count\", \"asin\": \"B0BWNY7ZZS\", \"price\": \"$99.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n {\"title\": \"ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21\", \"asin\": \"B078GVDB18\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60\", \"asin\": \"B078GVH2VJ\", \"price\": \"$79.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$48.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Advantage Vivid Dual Action Whitening Toothbrushes, Soft, Tooth Brush Pack of 4 Count, Tooth Brushes (Packaging and Product Color May Vary)\", \"asin\": \"B06XK2M3H3\", \"price\": \"$7.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"delivery\": \"FREE delivery for Prime membersOnly 1 left in stock - order soon.\"},\n {\"title\": \"Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n {\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound\", \"asin\": \"B077Y7VQJ1\", \"price\": \"$123.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n {\"title\": \"Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95\", \"asin\": \"B078BF27BB\", \"price\": \"$26.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black\", \"asin\": \"B0DNMLK6SC\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05\", \"asin\": \"B07TGQP8G1\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)\", \"asin\": \"B0BHPWT7SR\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Mon, Apr 28 for Prime members Only 1 left in stock - order soon.\"},\n {\"title\": \"Replacement Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DiamondClean 9500 ExpertClean 7500 FlexCare HealthyWhite Electric Sonic Toothbrush C3 G3 W3 C2 G2 Brush, White, 6 Pack\", \"asin\": \"B09L88473N\", \"price\": \"$14.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Pro Whitening Brilliance Toothbrushes, Extra Soft, Black, Coral, and Teal, 4 Count\", \"asin\": \"B0DPR5DKMG\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack\", \"asin\": \"B01KZ6V00W\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)\", \"asin\": \"B005GLZ9U4\", \"price\": \"$10.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92\", \"asin\": \"B0B5VQHL6N\", \"price\": \"$178.81\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 10 left in stock - order soon.\"},\n {\"title\": \"Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)\", \"asin\": \"B07635CRS3\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Replacement Brush Heads Compatible with Philips Sonicare ProtectiveClean 6100, 5100, 4100 Electric Toothbrush, W Toothbrush Head for Sonicare 6062/95, Black, 12 Count\", \"asin\": \"B0CM3BVXDP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04\", \"asin\": \"B09LD8PTNJ\", \"price\": \"$32.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head\", \"asin\": \"B0CY3L6T8C\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n {\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black\", \"asin\": \"B0931YDT8X\", \"price\": \"$149.00\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)\", \"asin\": \"B07B38Z3S7\", \"price\": \"$45.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack\", \"asin\": \"B0BRK9S2CF\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Apr 25 - 29 Only 13 left in stock - order soon.\"},\n {\"title\": \"DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15\", \"asin\": \"B0CM426N2Y\", \"price\": \"$213.58\", \"delivery\": \"FREE delivery Apr 27 - 29 for Prime members\"},\n {\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count\", \"asin\": \"B078GVDB19\", \"price\": \"$48.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Electric Toothbrush DiamondClean, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink\", \"asin\": \"B0BKR42599\", \"price\": \"$73.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips One by Sonicare Battery Toothbrush, Miami Coral, HY1100/01\", \"asin\": \"B08S8RH7MQ\", \"price\": \"$23.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Replacement Toothbrush Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DailyClean DiamondClean EasyClean PowerUp Plaque Control Gum Health C2 G2 HX6817/01 HX6857/11 White, 4 Pack\", \"asin\": \"B09FXMSXMN\", \"price\": \"$9.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer\", \"asin\": \"B0C4799ZLW\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink\", \"asin\": \"B08CGQ1XWF\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n {\"title\": \"Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)\", \"asin\": \"B0DQ3BWPM4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)\", \"asin\": \"B09NNBDX7Z\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush \| White\", \"asin\": \"B0852YJMT3\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01\", \"asin\": \"B078D75HMM\"},\n {\"title\": \"Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)\", \"asin\": \"B08QFC4YBM\", \"price\": \"$25.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender\", \"asin\": \"B0D63KYHHH\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black\", \"asin\": \"B0C9WKZMFQ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack\", \"asin\": \"B09W2JG27G\", \"price\": \"$16.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632\", \"asin\": \"B0DXLB65GG\", \"price\": \"$47.49\", \"delivery\": \"FREE delivery May 2 - 14\"},\n {\"title\": \"Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord\", \"asin\": \"B0CZQWHQ6K\", \"price\": \"$8.97\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)\", \"asin\": \"B09D3YNPVV\", \"price\": \"$29.62\", \"delivery\": \"$4.79 delivery Tue, May 6\"},\n {\"title\": \"Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack\", \"asin\": \"B0B6C952WV\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)\", \"asin\": \"B08N4PZTNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS\", \"asin\": \"B0D498GFDL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof\", \"asin\": \"B0DGQB8X58\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement\", \"asin\": \"B0D1GM4BNT\", \"price\": \"$17.89\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T23:05:50.914Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-22T23:05:50.914Z	input	io5	rule	2025-04-22T23:05:50.914Z	train	2,538	2025-04-22T23:05:50.914Z	input	io5	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-22T22:42:53.337Z", "action": "input", "action_argument": "sonicare 6100"} {"timestamp": "2025-04-22T23:05:45.693Z", "action": "input", "action_argument": "sonicare 6100"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "sonicare 6100" } ], "promotion_items": [ {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)", "asin": "B0D1DQ7BH9", "price": "$54.94", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)", "asin": "B0D1DQ7BH9", "price": "$54.94", "quantity": ""}, {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""}, {"title": "AquaSonic Duo PRO \u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases Adult1 Count (Pack of 1)", "asin": "B083G7F8PG", "price": "$79.95", "quantity": ""} ], "ads": [ { "title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG" }, { "title": "Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24", "asin": "B09LD7WRVS" }, { "title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3" } ], "search_results": [ {"title": "iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$54.94", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count", "asin": "B0BWNY7ZZS", "price": "$99.99", "delivery": " FREE delivery Fri, Apr 25 "}, {"title": "ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21", "asin": "B078GVDB18", "price": "$119.99", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60", "asin": "B078GVH2VJ", "price": "$79.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24", "asin": "B09LD7WRVS", "price": "$48.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Advantage Vivid Dual Action Whitening Toothbrushes, Soft, Tooth Brush Pack of 4 Count, Tooth Brushes (Packaging and Product Color May Vary)", "asin": "B06XK2M3H3", "price": "$7.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Duo PRO \u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases", "asin": "B083G7F8PG", "price": "$79.95", "delivery": "FREE delivery for Prime membersOnly 1 left in stock - order soon."}, {"title": "Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included", "asin": "B07HFG93GK", "price": "$49.95", "delivery": " Two-DayFREE delivery Thu, Apr 24 "}, {"title": "Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02", "asin": "B09LD8VXLX", "price": "$19.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound", "asin": "B077Y7VQJ1", "price": "$123.99", "delivery": "FREE delivery Apr 30 - May 3 for Prime members"}, {"title": "Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95", "asin": "B078BF27BB", "price": "$26.96", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Charcoal Metallic", "asin": "B07R8DQHZK", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black", "asin": "B0DNMLK6SC", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Black Series PRO \u2013 Ultra-Whitening Electric Toothbrush \u2013 5 Modes & Smart Timers \u2013 Premium Travel Case & 6 Proflex Brush Heads \u2013 ADA Accepted Toothbrush", "asin": "B0DH1K553B", "price": "$59.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)", "asin": "B0D3FL916L", "price": "$78.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05", "asin": "B07TGQP8G1", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)", "asin": "B0BHPWT7SR", "price": "$199.99", "delivery": "FREE delivery Mon, Apr 28 for Prime members Only 1 left in stock - order soon."}, {"title": "Replacement Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DiamondClean 9500 ExpertClean 7500 FlexCare HealthyWhite Electric Sonic Toothbrush C3 G3 W3 C2 G2 Brush, White, 6 Pack", "asin": "B09L88473N", "price": "$14.38", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro Whitening Brilliance Toothbrushes, Extra Soft, Black, Coral, and Teal, 4 Count", "asin": "B0DPR5DKMG", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack", "asin": "B01KZ6V00W", "price": "$17.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)", "asin": "B005GLZ9U4", "price": "$10.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92", "asin": "B0B5VQHL6N", "price": "$178.81", "delivery": "FREE delivery Fri, Apr 25 Only 10 left in stock - order soon."}, {"title": "Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)", "asin": "B07635CRS3", "price": "$169.98", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Replacement Brush Heads Compatible with Philips Sonicare ProtectiveClean 6100, 5100, 4100 Electric Toothbrush, W Toothbrush Head for Sonicare 6062/95, Black, 12 Count", "asin": "B0CM3BVXDP", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04", "asin": "B09LD8PTNJ", "price": "$32.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head", "asin": "B0CY3L6T8C", "price": "$94.99", "delivery": "FREE delivery Apr 30 - May 3 for Prime members"}, {"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12", "asin": "B08YCVJKXV", "price": "$379.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black", "asin": "B0931YDT8X", "price": "$149.00", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)", "asin": "B07B38Z3S7", "price": "$45.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack", "asin": "B0BRK9S2CF", "price": "$94.99", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Apr 25 - 29 Only 13 left in stock - order soon."}, {"title": "DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15", "asin": "B0CM426N2Y", "price": "$213.58", "delivery": "FREE delivery Apr 27 - 29 for Prime members"}, {"title": "Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count", "asin": "B078GVDB19", "price": "$48.99", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Electric Toothbrush DiamondClean, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink", "asin": "B0BKR42599", "price": "$73.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips One by Sonicare Battery Toothbrush, Miami Coral, HY1100/01", "asin": "B08S8RH7MQ", "price": "$23.85", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Toothbrush Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DailyClean DiamondClean EasyClean PowerUp Plaque Control Gum Health C2 G2 HX6817/01 HX6857/11 White, 4 Pack", "asin": "B09FXMSXMN", "price": "$9.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer", "asin": "B0C4799ZLW", "price": "$69.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink", "asin": "B08CGQ1XWF", "price": "$129.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)", "asin": "B0DQ3BWPM4", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)", "asin": "B09NNBDX7Z", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush \| White", "asin": "B0852YJMT3", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01", "asin": "B078D75HMM"}, {"title": "Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)", "asin": "B08QFC4YBM", "price": "$25.64", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender", "asin": "B0D63KYHHH", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black", "asin": "B0C9WKZMFQ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack", "asin": "B09W2JG27G", "price": "$16.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632", "asin": "B0DXLB65GG", "price": "$47.49", "delivery": "FREE delivery May 2 - 14"}, {"title": "Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord", "asin": "B0CZQWHQ6K", "price": "$8.97", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)", "asin": "B09D3YNPVV", "price": "$29.62", "delivery": "$4.79 delivery Tue, May 6"}, {"title": "Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack", "asin": "B0B6C952WV", "price": "$15.95", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)", "asin": "B08N4PZTNQ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS", "asin": "B0D498GFDL", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof", "asin": "B0DGQB8X58", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement", "asin": "B0D1GM4BNT", "price": "$17.89", "delivery": " Two-Day FREE delivery Thu, Apr 24"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-22T23:05:50.914Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>io5</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>io5</answer_argument>", "index": 2538, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-22T22:42:53.337Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T23:05:45.693Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sonicare 6100\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n {\"title\": \"AquaSonic Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases Adult1 Count (Pack of 1)\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\",\n \"asin\": \"B084TM4XKG\"\n},\n {\n \"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\",\n \"asin\": \"B09LD7WRVS\"\n},\n {\n \"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\",\n \"asin\": \"B084X7BKF3\"\n}\n ],\n \"search_results\": [\n {\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count\", \"asin\": \"B0BWNY7ZZS\", \"price\": \"$99.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n {\"title\": \"ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21\", \"asin\": \"B078GVDB18\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60\", \"asin\": \"B078GVH2VJ\", \"price\": \"$79.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$48.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Advantage Vivid Dual Action Whitening Toothbrushes, Soft, Tooth Brush Pack of 4 Count, Tooth Brushes (Packaging and Product Color May Vary)\", \"asin\": \"B06XK2M3H3\", \"price\": \"$7.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"delivery\": \"FREE delivery for Prime membersOnly 1 left in stock - order soon.\"},\n {\"title\": \"Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n {\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound\", \"asin\": \"B077Y7VQJ1\", \"price\": \"$123.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n {\"title\": \"Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95\", \"asin\": \"B078BF27BB\", \"price\": \"$26.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black\", \"asin\": \"B0DNMLK6SC\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Icon ADA-Accepted Rechargeable Toothbrush \| Magnetic Holder & Slim Travel Case \| 2 Brushing Modes & Smart Timers \| Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05\", \"asin\": \"B07TGQP8G1\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)\", \"asin\": \"B0BHPWT7SR\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Mon, Apr 28 for Prime members Only 1 left in stock - order soon.\"},\n {\"title\": \"Replacement Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DiamondClean 9500 ExpertClean 7500 FlexCare HealthyWhite Electric Sonic Toothbrush C3 G3 W3 C2 G2 Brush, White, 6 Pack\", \"asin\": \"B09L88473N\", \"price\": \"$14.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Pro Whitening Brilliance Toothbrushes, Extra Soft, Black, Coral, and Teal, 4 Count\", \"asin\": \"B0DPR5DKMG\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack\", \"asin\": \"B01KZ6V00W\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)\", \"asin\": \"B005GLZ9U4\", \"price\": \"$10.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n {\"title\": \"Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92\", \"asin\": \"B0B5VQHL6N\", \"price\": \"$178.81\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 10 left in stock - order soon.\"},\n {\"title\": \"Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)\", \"asin\": \"B07635CRS3\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Replacement Brush Heads Compatible with Philips Sonicare ProtectiveClean 6100, 5100, 4100 Electric Toothbrush, W Toothbrush Head for Sonicare 6062/95, Black, 12 Count\", \"asin\": \"B0CM3BVXDP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04\", \"asin\": \"B09LD8PTNJ\", \"price\": \"$32.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head\", \"asin\": \"B0CY3L6T8C\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n {\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black\", \"asin\": \"B0931YDT8X\", \"price\": \"$149.00\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)\", \"asin\": \"B07B38Z3S7\", \"price\": \"$45.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack\", \"asin\": \"B0BRK9S2CF\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Apr 25 - 29 Only 13 left in stock - order soon.\"},\n {\"title\": \"DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15\", \"asin\": \"B0CM426N2Y\", \"price\": \"$213.58\", \"delivery\": \"FREE delivery Apr 27 - 29 for Prime members\"},\n {\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count\", \"asin\": \"B078GVDB19\", \"price\": \"$48.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Electric Toothbrush DiamondClean, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink\", \"asin\": \"B0BKR42599\", \"price\": \"$73.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Philips One by Sonicare Battery Toothbrush, Miami Coral, HY1100/01\", \"asin\": \"B08S8RH7MQ\", \"price\": \"$23.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Replacement Toothbrush Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DailyClean DiamondClean EasyClean PowerUp Plaque Control Gum Health C2 G2 HX6817/01 HX6857/11 White, 4 Pack\", \"asin\": \"B09FXMSXMN\", \"price\": \"$9.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer\", \"asin\": \"B0C4799ZLW\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink\", \"asin\": \"B08CGQ1XWF\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n {\"title\": \"Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)\", \"asin\": \"B0DQ3BWPM4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)\", \"asin\": \"B09NNBDX7Z\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush \| White\", \"asin\": \"B0852YJMT3\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01\", \"asin\": \"B078D75HMM\"},\n {\"title\": \"Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)\", \"asin\": \"B08QFC4YBM\", \"price\": \"$25.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender\", \"asin\": \"B0D63KYHHH\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black\", \"asin\": \"B0C9WKZMFQ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack\", \"asin\": \"B09W2JG27G\", \"price\": \"$16.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632\", \"asin\": \"B0DXLB65GG\", \"price\": \"$47.49\", \"delivery\": \"FREE delivery May 2 - 14\"},\n {\"title\": \"Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord\", \"asin\": \"B0CZQWHQ6K\", \"price\": \"$8.97\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)\", \"asin\": \"B09D3YNPVV\", \"price\": \"$29.62\", \"delivery\": \"$4.79 delivery Tue, May 6\"},\n {\"title\": \"Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack\", \"asin\": \"B0B6C952WV\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n {\"title\": \"Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)\", \"asin\": \"B08N4PZTNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS\", \"asin\": \"B0D498GFDL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof\", \"asin\": \"B0DGQB8X58\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement\", \"asin\": \"B0D1GM4BNT\", \"price\": \"$17.89\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T23:05:50.914Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T14:15:25.418Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-24T14:15:25.418Z	click	nav_bar	rule	2025-04-24T14:15:25.418Z	train	2,539	2025-04-24T14:15:25.418Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-24T14:15:25.418Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2539, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T14:15:25.418Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-24T14:15:25.418Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T14:15:55.871Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-24T14:15:55.871Z	click	nav_bar	rule	2025-04-24T14:15:55.871Z	train	2,540	2025-04-24T14:15:55.871Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-24T14:15:25.418Z", "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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-24T14:15:55.871Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2540, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-24T14:15:25.418Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T14:15:55.871Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-24T14:15:25.418Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-24T14:15:55.871Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"ki\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T14:17:14.889Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-24T14:17:14.889Z	input	kindle	rule	2025-04-24T14:17:14.889Z	train	2,541	2025-04-24T14:17:14.889Z	input	kindle	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-24T14:15:25.418Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-24T14:15:55.871Z", "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": "ki" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-24T14:17:14.889Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>kindle</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>kindle</answer_argument>", "index": 2541, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-24T14:15:25.418Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-24T14:15:55.871Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"ki\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T14:17:14.889Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-24T14:15:25.418Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-24T14:15:55.871Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-24T14:17:14.889Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"ki\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T14:17:41.081Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-24T14:17:41.081Z	input	kindle unlimited	rule	2025-04-24T14:17:41.081Z	train	2,542	2025-04-24T14:17:41.081Z	input	kindle unlimited	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-24T14:15:25.418Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-24T14:15:55.871Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-24T14:17:14.889Z", "action": "input", "action_argument": "kindle"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "ki" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-24T14:17:41.081Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>kindle unlimited</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>kindle unlimited</answer_argument>", "index": 2542, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-24T14:15:25.418Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-24T14:15:55.871Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-24T14:17:14.889Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"ki\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T14:17:41.081Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-24T14:15:25.418Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-24T14:15:55.871Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-24T14:17:14.889Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-24T14:17:41.081Z\", \"action\": \"input\", \"action_argument\": \"kindle unlimited\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T14:26:18.796Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-24T14:26:18.796Z	input	toothbrush	rule	2025-04-24T14:26:18.796Z	train	2,543	2025-04-24T14:26:18.796Z	input	toothbrush	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-24T14:15:25.418Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-24T14:15:55.871Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-24T14:17:14.889Z", "action": "input", "action_argument": "kindle"} {"timestamp": "2025-04-24T14:17:41.081Z", "action": "input", "action_argument": "kindle unlimited"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata 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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-24T14:26:18.796Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>toothbrush</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>toothbrush</answer_argument>", "index": 2543, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-24T14:15:25.418Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-24T14:15:55.871Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-24T14:17:14.889Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-24T14:17:41.081Z\", \"action\": \"input\", \"action_argument\": \"kindle unlimited\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T14:26:18.796Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-24T14:15:25.418Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-24T14:15:55.871Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-24T14:17:14.889Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-24T14:17:41.081Z\", \"action\": \"input\", \"action_argument\": \"kindle unlimited\"}\n{\"timestamp\": \"2025-04-24T14:26:18.796Z\", \"action\": \"input\", \"action_argument\": \"toothbrush\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T15:32:17.959Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-24T15:32:17.959Z	input	switch 2	rule	2025-04-24T15:32:17.959Z	train	2,544	2025-04-24T15:32:17.959Z	input	switch 2	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-24T14:15:25.418Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-24T14:15:55.871Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-24T14:17:14.889Z", "action": "input", "action_argument": "kindle"} {"timestamp": "2025-04-24T14:17:41.081Z", "action": "input", "action_argument": "kindle unlimited"} {"timestamp": "2025-04-24T14:26:18.796Z", "action": "input", "action_argument": "toothbrush"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata 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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-24T15:32:17.959Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>switch 2</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>switch 2</answer_argument>", "index": 2544, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-24T14:15:25.418Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-24T14:15:55.871Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-24T14:17:14.889Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-24T14:17:41.081Z\", \"action\": \"input\", \"action_argument\": \"kindle unlimited\"}\n{\"timestamp\": \"2025-04-24T14:26:18.796Z\", \"action\": \"input\", \"action_argument\": \"toothbrush\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T15:32:17.959Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T21:37:08.491Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-24T21:37:08.491Z	click	other	rule	2025-04-24T21:37:08.491Z	train	2,545	2025-04-24T21:37:08.491Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-24T21:37:08.491Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 2545, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T21:37:08.491Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-24T21:37:08.491Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DWG6YZ9C\"\n},\n {\n \"title\": \"Moon Knight Vinyl Figure\"\n},\n {\n \"price\": \"$39.99\"\n},\n {\n \"bullet_list\": \"Target exclusive Moon Knight, as a stylized vinyl figure posing as a comic book cover Item Package Dimension: 10.90L x 7.16W x 3.34H inches Item Package Weight - 1.06 Pounds Item Package Quantity - 1 Product Type - Figurine\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dark Horse Comics Fallout (TV Series): The Ghoul Figure\", \"asin\": \"B009LT47IM\", \"price\": \"$48.40\", \"quantity\": \"\"},\n {\"title\": \"Funko POP! Moon Knight #1093 - Scarlet Scarab Vinyl Figure - 2022 Convention Exclusive, Multicolor\", \"asin\": \"B0B784MXVB\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"POP Funko Fusion: Battlestar Galactica - Cylon Vinyl Figure (Bundled with Compatible Box Protector Case) Multicolor 3.75 inches\", \"asin\": \"B0DJ1MNDF8\", \"price\": \"$14.95\", \"quantity\": \"\"},\n {\"title\": \"Funko Vinyl Idolz: The Big Lebowski - The Jesus Action Figure\", \"asin\": \"B018IUZH92\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Destiny 2 Zavala Pop! Vinyl Figure\", \"asin\": \"B0719HX8JG\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Funko Vinyl Idolz: Suicide Squad - Joker Action Figure\", \"asin\": \"B01G9STDRW\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"1/18 Scale (4\\\" Tall) Buck-A-Roo Blank Action Figure (#3)\", \"asin\": \"B081K7XK52\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Pop Funko Television Power Rangers: Unmasked Metallic Tommy Collectible Figure, Multicolor\", \"asin\": \"B07KNL2KX9\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"LEGO Marvel Team Spidey's Mobile Headquarters 10791 Building Set - Featuring Miles Morales and Black Panther Minifigures, Spidey and His Amazing Friends Series, for Boys, Girls, and Kids Ages 4+\", \"asin\": \"B0BLJ4QX1G\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Yellow Ranger: Power Rangers x Funko POP! TV Vinyl Figure & 1 POP! Compatible PET Plastic Graphical Protector Bundle [#362 / 10310 - B]\", \"asin\": \"B07QL3VXDT\", \"price\": \"$57.99\", \"quantity\": \"\"},\n {\"title\": \"Funko Prison Glenn Rhee POP! TV Vinyl Figure & 1 POP! Compatible PET Plastic Graphical Protector Bundle [#151/04241 - B]\", \"asin\": \"B07SH2WT45\", \"price\": \"$65.99\", \"quantity\": \"\"},\n {\"title\": \"Funko POP! Moon Knight #1093 - Scarlet Scarab Vinyl Figure - 2022 Convention Exclusive, Multicolor\", \"asin\": \"B0B784MXVB\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Marvel Avengers Titan Hero Series Black Panther Action Figure\", \"asin\": \"B08P21PJLC\", \"price\": \"$16.78\", \"quantity\": \"\"},\n {\"title\": \"Rubie's Batman Dark Knight Rises Child's Deluxe Catwoman Costume\", \"asin\": \"B007782GPU\", \"price\": \"$35.51\", \"quantity\": \"\"},\n {\"title\": \"3D Printed Skeleton Astronaut,Articulated Zombie Astronauts Models,Flexible Joint F...\", \"asin\": \"B0DHRV62KP\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"WETA Workshop Lord of The Rings Mini Epic Vinyl Gandalf The Grey Toy, Standard\", \"asin\": \"B07CP2N2F4\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"1/18 Scale (4\\\" Tall) Buck-A-Roo Blank Action Figure (#3)\", \"asin\": \"B081K7XK52\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Glowing at Night 3D Printed Dragon Egg Model,Dragon Inside Egg,Flexible Joint Drago...\", \"asin\": \"B0DMDRSG4X\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Dark Horse Comics Fallout (TV Series): The Ghoul Figure\", \"asin\": \"B009LT47IM\", \"price\": \"$48.40\", \"quantity\": \"\"},\n {\"title\": \"Funko POP! Moon Knight #1093 - Scarlet Scarab Vinyl Figure - 2022 Convention Exclusive, Multicolor\", \"asin\": \"B0B784MXVB\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"POP Funko Fusion: Battlestar Galactica - Cylon Vinyl Figure (Bundled with Compatible Box Protector Case) Multicolor 3.75 inches\", \"asin\": \"B0DJ1MNDF8\", \"price\": \"$14.95\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop Animation: Bleach - Gin Ichimaru - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"16e835d0\", \"price\": \"$8.52\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop Comic Cover: Marvel - Daredevil #168 - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans - Model Figure for Collectors\", \"asin\": \"90a39dcd\", \"price\": \"$17.43\", \"quantity\": \"\"},\n {\"title\": \"DC Comics, Batman and Robin vs. The Joker, 12-inch Action Figures, Kids Toys for Boys and Girls Ages 3 and Up\", \"asin\": \"56805a53\", \"price\": \"$24.30\", \"quantity\": \"\"},\n {\"title\": \"DC Comics, Batman Action Figure, 12-inch, Kids Toys for Boys and Girls, Ages 3+\", \"asin\": \"56805a53\", \"price\": \"$8.30\", \"quantity\": \"\"},\n {\"title\": \"Good Smile Company Nendoroid Houshou Marine(re-Run)\", \"asin\": \"dd66d289\", \"price\": \"$49.63\", \"quantity\": \"\"},\n {\"title\": \"Spin Master Games, Disney in Character Card Game, Interactive Charades, Disney Trivia & More for Hilarious Family Fun, Indoor Activity, 2-4 Players, Easter Basket Stuffers, for Ages 8 & Up\", \"asin\": \"2de48778\", \"price\": \"$8.00\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T21:37:16.072Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-24T21:37:16.072Z	click	nav_bar	rule	2025-04-24T21:37:16.072Z	train	2,546	2025-04-24T21:37:16.072Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-24T21:37:08.491Z", "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": "" } ], "product_details": [ { "asin": "B0DWG6YZ9C" }, { "title": "Moon Knight Vinyl Figure" }, { "price": "$39.99" }, { "bullet_list": "Target exclusive Moon Knight, as a stylized vinyl figure posing as a comic book cover Item Package Dimension: 10.90L x 7.16W x 3.34H inches Item Package Weight - 1.06 Pounds Item Package Quantity - 1 Product Type - Figurine" } ], "product_quantity": [ { "quantity": "1" } ], "promotion_items": [ {"title": "Dark Horse Comics Fallout (TV Series): The Ghoul Figure", "asin": "B009LT47IM", "price": "$48.40", "quantity": ""}, {"title": "Funko POP! Moon Knight #1093 - Scarlet Scarab Vinyl Figure - 2022 Convention Exclusive, Multicolor", "asin": "B0B784MXVB", "price": "$18.99", "quantity": ""}, {"title": "POP Funko Fusion: Battlestar Galactica - Cylon Vinyl Figure (Bundled with Compatible Box Protector Case) Multicolor 3.75 inches", "asin": "B0DJ1MNDF8", "price": "$14.95", "quantity": ""}, {"title": "Funko Vinyl Idolz: The Big Lebowski - The Jesus Action Figure", "asin": "B018IUZH92", "price": "$29.99", "quantity": ""}, {"title": "Destiny 2 Zavala Pop! Vinyl Figure", "asin": "B0719HX8JG", "price": "$34.99", "quantity": ""}, {"title": "Funko Vinyl Idolz: Suicide Squad - Joker Action Figure", "asin": "B01G9STDRW", "price": "$17.99", "quantity": ""}, {"title": "1/18 Scale (4\" Tall) Buck-A-Roo Blank Action Figure (#3)", "asin": "B081K7XK52", "price": "$22.99", "quantity": ""}, {"title": "Pop Funko Television Power Rangers: Unmasked Metallic Tommy Collectible Figure, Multicolor", "asin": "B07KNL2KX9", "price": "$29.95", "quantity": ""}, {"title": "LEGO Marvel Team Spidey's Mobile Headquarters 10791 Building Set - Featuring Miles Morales and Black Panther Minifigures, Spidey and His Amazing Friends Series, for Boys, Girls, and Kids Ages 4+", "asin": "B0BLJ4QX1G", "price": "$49.99", "quantity": ""}, {"title": "Yellow Ranger: Power Rangers x Funko POP! TV Vinyl Figure & 1 POP! Compatible PET Plastic Graphical Protector Bundle [#362 / 10310 - B]", "asin": "B07QL3VXDT", "price": "$57.99", "quantity": ""}, {"title": "Funko Prison Glenn Rhee POP! TV Vinyl Figure & 1 POP! Compatible PET Plastic Graphical Protector Bundle [#151/04241 - B]", "asin": "B07SH2WT45", "price": "$65.99", "quantity": ""}, {"title": "Funko POP! Moon Knight #1093 - Scarlet Scarab Vinyl Figure - 2022 Convention Exclusive, Multicolor", "asin": "B0B784MXVB", "price": "$18.99", "quantity": ""}, {"title": "Marvel Avengers Titan Hero Series Black Panther Action Figure", "asin": "B08P21PJLC", "price": "$16.78", "quantity": ""}, {"title": "Rubie's Batman Dark Knight Rises Child's Deluxe Catwoman Costume", "asin": "B007782GPU", "price": "$35.51", "quantity": ""}, {"title": "3D Printed Skeleton Astronaut,Articulated Zombie Astronauts Models,Flexible Joint F...", "asin": "B0DHRV62KP", "price": "$12.99", "quantity": ""}, {"title": "WETA Workshop Lord of The Rings Mini Epic Vinyl Gandalf The Grey Toy, Standard", "asin": "B07CP2N2F4", "price": "$39.99", "quantity": ""}, {"title": "1/18 Scale (4\" Tall) Buck-A-Roo Blank Action Figure (#3)", "asin": "B081K7XK52", "price": "$22.99", "quantity": ""}, {"title": "Glowing at Night 3D Printed Dragon Egg Model,Dragon Inside Egg,Flexible Joint Drago...", "asin": "B0DMDRSG4X", "price": "$17.99", "quantity": ""}, {"title": "Dark Horse Comics Fallout (TV Series): The Ghoul Figure", "asin": "B009LT47IM", "price": "$48.40", "quantity": ""}, {"title": "Funko POP! Moon Knight #1093 - Scarlet Scarab Vinyl Figure - 2022 Convention Exclusive, Multicolor", "asin": "B0B784MXVB", "price": "$18.99", "quantity": ""}, {"title": "POP Funko Fusion: Battlestar Galactica - Cylon Vinyl Figure (Bundled with Compatible Box Protector Case) Multicolor 3.75 inches", "asin": "B0DJ1MNDF8", "price": "$14.95", "quantity": ""}, {"title": "Funko Pop Animation: Bleach - Gin Ichimaru - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display", "asin": "16e835d0", "price": "$8.52", "quantity": ""}, {"title": "Funko Pop Comic Cover: Marvel - Daredevil #168 - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans - Model Figure for Collectors", "asin": "90a39dcd", "price": "$17.43", "quantity": ""}, {"title": "DC Comics, Batman and Robin vs. The Joker, 12-inch Action Figures, Kids Toys for Boys and Girls Ages 3 and Up", "asin": "56805a53", "price": "$24.30", "quantity": ""}, {"title": "DC Comics, Batman Action Figure, 12-inch, Kids Toys for Boys and Girls, Ages 3+", "asin": "56805a53", "price": "$8.30", "quantity": ""}, {"title": "Good Smile Company Nendoroid Houshou Marine(re-Run)", "asin": "dd66d289", "price": "$49.63", "quantity": ""}, {"title": "Spin Master Games, Disney in Character Card Game, Interactive Charades, Disney Trivia & More for Hilarious Family Fun, Indoor Activity, 2-4 Players, Easter Basket Stuffers, for Ages 8 & Up", "asin": "2de48778", "price": "$8.00", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-24T21:37:16.072Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2546, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-24T21:37:08.491Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DWG6YZ9C\"\n},\n {\n \"title\": \"Moon Knight Vinyl Figure\"\n},\n {\n \"price\": \"$39.99\"\n},\n {\n \"bullet_list\": \"Target exclusive Moon Knight, as a stylized vinyl figure posing as a comic book cover Item Package Dimension: 10.90L x 7.16W x 3.34H inches Item Package Weight - 1.06 Pounds Item Package Quantity - 1 Product Type - Figurine\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dark Horse Comics Fallout (TV Series): The Ghoul Figure\", \"asin\": \"B009LT47IM\", \"price\": \"$48.40\", \"quantity\": \"\"},\n {\"title\": \"Funko POP! Moon Knight #1093 - Scarlet Scarab Vinyl Figure - 2022 Convention Exclusive, Multicolor\", \"asin\": \"B0B784MXVB\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"POP Funko Fusion: Battlestar Galactica - Cylon Vinyl Figure (Bundled with Compatible Box Protector Case) Multicolor 3.75 inches\", \"asin\": \"B0DJ1MNDF8\", \"price\": \"$14.95\", \"quantity\": \"\"},\n {\"title\": \"Funko Vinyl Idolz: The Big Lebowski - The Jesus Action Figure\", \"asin\": \"B018IUZH92\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Destiny 2 Zavala Pop! Vinyl Figure\", \"asin\": \"B0719HX8JG\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Funko Vinyl Idolz: Suicide Squad - Joker Action Figure\", \"asin\": \"B01G9STDRW\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"1/18 Scale (4\\\" Tall) Buck-A-Roo Blank Action Figure (#3)\", \"asin\": \"B081K7XK52\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Pop Funko Television Power Rangers: Unmasked Metallic Tommy Collectible Figure, Multicolor\", \"asin\": \"B07KNL2KX9\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"LEGO Marvel Team Spidey's Mobile Headquarters 10791 Building Set - Featuring Miles Morales and Black Panther Minifigures, Spidey and His Amazing Friends Series, for Boys, Girls, and Kids Ages 4+\", \"asin\": \"B0BLJ4QX1G\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Yellow Ranger: Power Rangers x Funko POP! TV Vinyl Figure & 1 POP! Compatible PET Plastic Graphical Protector Bundle [#362 / 10310 - B]\", \"asin\": \"B07QL3VXDT\", \"price\": \"$57.99\", \"quantity\": \"\"},\n {\"title\": \"Funko Prison Glenn Rhee POP! TV Vinyl Figure & 1 POP! Compatible PET Plastic Graphical Protector Bundle [#151/04241 - B]\", \"asin\": \"B07SH2WT45\", \"price\": \"$65.99\", \"quantity\": \"\"},\n {\"title\": \"Funko POP! Moon Knight #1093 - Scarlet Scarab Vinyl Figure - 2022 Convention Exclusive, Multicolor\", \"asin\": \"B0B784MXVB\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Marvel Avengers Titan Hero Series Black Panther Action Figure\", \"asin\": \"B08P21PJLC\", \"price\": \"$16.78\", \"quantity\": \"\"},\n {\"title\": \"Rubie's Batman Dark Knight Rises Child's Deluxe Catwoman Costume\", \"asin\": \"B007782GPU\", \"price\": \"$35.51\", \"quantity\": \"\"},\n {\"title\": \"3D Printed Skeleton Astronaut,Articulated Zombie Astronauts Models,Flexible Joint F...\", \"asin\": \"B0DHRV62KP\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"WETA Workshop Lord of The Rings Mini Epic Vinyl Gandalf The Grey Toy, Standard\", \"asin\": \"B07CP2N2F4\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"1/18 Scale (4\\\" Tall) Buck-A-Roo Blank Action Figure (#3)\", \"asin\": \"B081K7XK52\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Glowing at Night 3D Printed Dragon Egg Model,Dragon Inside Egg,Flexible Joint Drago...\", \"asin\": \"B0DMDRSG4X\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Dark Horse Comics Fallout (TV Series): The Ghoul Figure\", \"asin\": \"B009LT47IM\", \"price\": \"$48.40\", \"quantity\": \"\"},\n {\"title\": \"Funko POP! Moon Knight #1093 - Scarlet Scarab Vinyl Figure - 2022 Convention Exclusive, Multicolor\", \"asin\": \"B0B784MXVB\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"POP Funko Fusion: Battlestar Galactica - Cylon Vinyl Figure (Bundled with Compatible Box Protector Case) Multicolor 3.75 inches\", \"asin\": \"B0DJ1MNDF8\", \"price\": \"$14.95\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop Animation: Bleach - Gin Ichimaru - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"16e835d0\", \"price\": \"$8.52\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop Comic Cover: Marvel - Daredevil #168 - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans - Model Figure for Collectors\", \"asin\": \"90a39dcd\", \"price\": \"$17.43\", \"quantity\": \"\"},\n {\"title\": \"DC Comics, Batman and Robin vs. The Joker, 12-inch Action Figures, Kids Toys for Boys and Girls Ages 3 and Up\", \"asin\": \"56805a53\", \"price\": \"$24.30\", \"quantity\": \"\"},\n {\"title\": \"DC Comics, Batman Action Figure, 12-inch, Kids Toys for Boys and Girls, Ages 3+\", \"asin\": \"56805a53\", \"price\": \"$8.30\", \"quantity\": \"\"},\n {\"title\": \"Good Smile Company Nendoroid Houshou Marine(re-Run)\", \"asin\": \"dd66d289\", \"price\": \"$49.63\", \"quantity\": \"\"},\n {\"title\": \"Spin Master Games, Disney in Character Card Game, Interactive Charades, Disney Trivia & More for Hilarious Family Fun, Indoor Activity, 2-4 Players, Easter Basket Stuffers, for Ages 8 & Up\", \"asin\": \"2de48778\", \"price\": \"$8.00\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T21:37:16.072Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-27T04:00:52.534Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-27T04:00:52.534Z	input	jewel thief	rule	2025-04-27T04:00:52.534Z	train	2,547	2025-04-27T04:00:52.534Z	input	jewel thief	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-27T04:00:52.534Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>jewel thief</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>jewel thief</answer_argument>", "index": 2547, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-27T04:00:52.534Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-27T04:00:52.534Z\", \"action\": \"input\", \"action_argument\": \"jewel thief\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-27T04:13:28.089Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-27T04:13:28.089Z	click	other	rule	2025-04-27T04:13:28.089Z	train	2,548	2025-04-27T04:13:28.089Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-27T04:00:52.534Z", "action": "input", "action_argument": "jewel thief"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata 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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-27T04:13:28.089Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 2548, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-27T04:00:52.534Z\", \"action\": \"input\", \"action_argument\": \"jewel thief\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-27T04:13:28.089Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-27T04:00:52.534Z\", \"action\": \"input\", \"action_argument\": \"jewel thief\"}\n{\"timestamp\": \"2025-04-27T04:13:28.089Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B5HTX7YW\"\n},\n {\n \"title\": \"Oral-B iO Series 4 Electric Toothbrush with (1) Brush Head, Rechargeable, White\"\n},\n {\n \"price\": \"$59.99\"\n},\n {\n \"bullet_list\": \"FOR HEALTHIER GUMS IN JUST 1 WEEK remove 100% more plaque and even 2.5X in between teeth* with ORAL-B MOST ADVANCED TECHNOLOGY *vs a manual brush TRACK AND IMPROVE YOUR BRUSHING HABITS over time with ORAL-B APP through performance reports, journeys, and goals PROTECT YOUR GUMS WITH iO PRESSURE SENSOR, Oral-B's only one to signal if you are applying the PERFECT PRESSURE for an effective and safe clean PERSONALIZE YOUR BRUSHING choosing among 4 CLEANING MODES: Daily Clean, Sensitive, Super-Sensitive, Whitening Always MAXIMIZE YOUR CLEAN with iO LIGHTRING TIMER -that celebrates a dentist recommended 2-minute brush- and REFILL CHANGE ALERT Oral-B ROUND brush heads REACH WHERE RECTANGULAR manual brushes DON'T. Experience our BEST CLEAN from Oral-B, #1 brand most used by dentists worldwide Benefit from a LONG-LASTING CHARGE with the Lithium-ion battery\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"White\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B Genius X Limited Rechargeable Electric Toothbrush with 1 Replacement Brush Head, Travel Case, Midnight Black\", \"asin\": \"B084PPRXB5\", \"price\": \"$199.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n {\"title\": \"Oral B 3D White Luxe 4 Count (Pack of 1) Pulsar Battery Powered Toothbrushes\", \"asin\": \"B07CPF6KCK\", \"price\": \"$21.33\", \"quantity\": \"\"},\n {\"title\": \"Oral-B Vitality FlossAction Electric Toothbrush with Replacement Brush Head, Black\", \"asin\": \"B07Y45NJ83\", \"price\": \"$34.17\", \"quantity\": \"\"},\n {\"title\": \"Oral-B Replacement D505 Power Handle, type 3772, white\", \"asin\": \"B0B6KNFS8F\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pack Replacement Toothbrush Heads Compatible with Oral B iO, Brush Heads for Oral...\", \"asin\": \"B0DLBBW8T9\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with Oral B iO Electric Toothbrush, Soft Toothbrush He...\", \"asin\": \"B0DT44NLLR\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"12 Pcs IO Replacement Heads Compatible with Oral B IO 2/3/4/5/6/7/8/9/10 Series Ele...\", \"asin\": \"B0DWSBSV93\", \"price\": \"$29.98\", \"quantity\": \"\"},\n {\"title\": \"IO Replacement Heads Compatible with Oral B iO 2/3/4/5/6/7/8/9/10 Series Electric T...\", \"asin\": \"B0DR65F2BZ\", \"price\": \"$26.98\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-27T04:14:06.174Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-27T04:14:06.174Z	purchase	B0B5HTX7YW	rule	2025-04-27T04:14:06.174Z	train	2,549	2025-04-27T04:14:06.174Z	purchase	B0B5HTX7YW	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-27T04:00:52.534Z", "action": "input", "action_argument": "jewel thief"} {"timestamp": "2025-04-27T04:13:28.089Z", "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": "" } ], "product_details": [ { "asin": "B0B5HTX7YW" }, { "title": "Oral-B iO Series 4 Electric Toothbrush with (1) Brush Head, Rechargeable, White" }, { "price": "$59.99" }, { "bullet_list": "FOR HEALTHIER GUMS IN JUST 1 WEEK remove 100% more plaque and even 2.5X in between teeth* with ORAL-B MOST ADVANCED TECHNOLOGY *vs a manual brush TRACK AND IMPROVE YOUR BRUSHING HABITS over time with ORAL-B APP through performance reports, journeys, and goals PROTECT YOUR GUMS WITH iO PRESSURE SENSOR, Oral-B's only one to signal if you are applying the PERFECT PRESSURE for an effective and safe clean PERSONALIZE YOUR BRUSHING choosing among 4 CLEANING MODES: Daily Clean, Sensitive, Super-Sensitive, Whitening Always MAXIMIZE YOUR CLEAN with iO LIGHTRING TIMER -that celebrates a dentist recommended 2-minute brush- and REFILL CHANGE ALERT Oral-B ROUND brush heads REACH WHERE RECTANGULAR manual brushes DON'T. Experience our BEST CLEAN from Oral-B, #1 brand most used by dentists worldwide Benefit from a LONG-LASTING CHARGE with the Lithium-ion battery" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "White" }, { "Size": "1 Count (Pack of 1)" } ], "promotion_items": [ {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$50.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B Genius X Limited Rechargeable Electric Toothbrush with 1 Replacement Brush Head, Travel Case, Midnight Black", "asin": "B084PPRXB5", "price": "$199.99", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$54.94", "quantity": ""}, {"title": "Oral B 3D White Luxe 4 Count (Pack of 1) Pulsar Battery Powered Toothbrushes", "asin": "B07CPF6KCK", "price": "$21.33", "quantity": ""}, {"title": "Oral-B Vitality FlossAction Electric Toothbrush with Replacement Brush Head, Black", "asin": "B07Y45NJ83", "price": "$34.17", "quantity": ""}, {"title": "Oral-B Replacement D505 Power Handle, type 3772, white", "asin": "B0B6KNFS8F", "price": "$59.99", "quantity": ""}, {"title": "8 Pack Replacement Toothbrush Heads Compatible with Oral B iO, Brush Heads for Oral...", "asin": "B0DLBBW8T9", "price": "$25.99", "quantity": ""}, {"title": "Replacement Heads Compatible with Oral B iO Electric Toothbrush, Soft Toothbrush He...", "asin": "B0DT44NLLR", "price": "$22.99", "quantity": ""}, {"title": "12 Pcs IO Replacement Heads Compatible with Oral B IO 2/3/4/5/6/7/8/9/10 Series Ele...", "asin": "B0DWSBSV93", "price": "$29.98", "quantity": ""}, {"title": "IO Replacement Heads Compatible with Oral B iO 2/3/4/5/6/7/8/9/10 Series Electric T...", "asin": "B0DR65F2BZ", "price": "$26.98", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$50.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-27T04:14:06.174Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0B5HTX7YW</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>purchase</answer_action><answer_argument>B0B5HTX7YW</answer_argument>", "index": 2549, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-27T04:00:52.534Z\", \"action\": \"input\", \"action_argument\": \"jewel thief\"}\n{\"timestamp\": \"2025-04-27T04:13:28.089Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B5HTX7YW\"\n},\n {\n \"title\": \"Oral-B iO Series 4 Electric Toothbrush with (1) Brush Head, Rechargeable, White\"\n},\n {\n \"price\": \"$59.99\"\n},\n {\n \"bullet_list\": \"FOR HEALTHIER GUMS IN JUST 1 WEEK remove 100% more plaque and even 2.5X in between teeth* with ORAL-B MOST ADVANCED TECHNOLOGY *vs a manual brush TRACK AND IMPROVE YOUR BRUSHING HABITS over time with ORAL-B APP through performance reports, journeys, and goals PROTECT YOUR GUMS WITH iO PRESSURE SENSOR, Oral-B's only one to signal if you are applying the PERFECT PRESSURE for an effective and safe clean PERSONALIZE YOUR BRUSHING choosing among 4 CLEANING MODES: Daily Clean, Sensitive, Super-Sensitive, Whitening Always MAXIMIZE YOUR CLEAN with iO LIGHTRING TIMER -that celebrates a dentist recommended 2-minute brush- and REFILL CHANGE ALERT Oral-B ROUND brush heads REACH WHERE RECTANGULAR manual brushes DON'T. Experience our BEST CLEAN from Oral-B, #1 brand most used by dentists worldwide Benefit from a LONG-LASTING CHARGE with the Lithium-ion battery\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"White\"\n},\n {\n \"Size\": \"1 Count (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B Genius X Limited Rechargeable Electric Toothbrush with 1 Replacement Brush Head, Travel Case, Midnight Black\", \"asin\": \"B084PPRXB5\", \"price\": \"$199.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n {\"title\": \"Oral B 3D White Luxe 4 Count (Pack of 1) Pulsar Battery Powered Toothbrushes\", \"asin\": \"B07CPF6KCK\", \"price\": \"$21.33\", \"quantity\": \"\"},\n {\"title\": \"Oral-B Vitality FlossAction Electric Toothbrush with Replacement Brush Head, Black\", \"asin\": \"B07Y45NJ83\", \"price\": \"$34.17\", \"quantity\": \"\"},\n {\"title\": \"Oral-B Replacement D505 Power Handle, type 3772, white\", \"asin\": \"B0B6KNFS8F\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pack Replacement Toothbrush Heads Compatible with Oral B iO, Brush Heads for Oral...\", \"asin\": \"B0DLBBW8T9\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with Oral B iO Electric Toothbrush, Soft Toothbrush He...\", \"asin\": \"B0DT44NLLR\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"12 Pcs IO Replacement Heads Compatible with Oral B IO 2/3/4/5/6/7/8/9/10 Series Ele...\", \"asin\": \"B0DWSBSV93\", \"price\": \"$29.98\", \"quantity\": \"\"},\n {\"title\": \"IO Replacement Heads Compatible with Oral B iO 2/3/4/5/6/7/8/9/10 Series Electric T...\", \"asin\": \"B0DR65F2BZ\", \"price\": \"$26.98\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-27T04:14:06.174Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-28T01:30:16.622Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-28T01:30:16.622Z	input	funko	rule	2025-04-28T01:30:16.622Z	train	2,550	2025-04-28T01:30:16.622Z	input	funko	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-28T01:30:16.622Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>funko</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>funko</answer_argument>", "index": 2550, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-28T01:30:16.622Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-28T01:30:16.622Z\", \"action\": \"input\", \"action_argument\": \"funko\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"funko\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Funko Pop! House of Dragon - Syrax, multiclor\", \"asin\": \"B09V85CK5Q\", \"price\": \"$17.17\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop House of Dragon - Princess Rhaenyra Targaryen - House of The Dragon - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Fantasy Fans\", \"asin\": \"B09V85JYD6\", \"price\": \"$11.59\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop House of Dragon - Prince Daemon Targaryen - House of The Dragon - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Fantasy Fans\", \"asin\": \"B09V86BDNZ\", \"price\": \"$7.74\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop House of Dragon - King Viserys Targaryen Targaryen - House of The Dragon - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Fantasy Fans\", \"asin\": \"B09V859HN2\", \"price\": \"$11.98\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop! House of Dragon - Corlys Velaryon\", \"asin\": \"B09V85WBW1\", \"price\": \"$8.36\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop! House of Dragon - Otto Hightower\", \"asin\": \"B09V85CZ8S\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Funko Mystery Mini: Spider-Man Comics - 1 of 12 to Collect - Styles Vary - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Comic Books Fans \", \"asin\": \"B0D1K13RF6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Funko POP! Heroes 80th-Batman - (1995) - DC Comics - Collectible Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Comic Books Fans - Model Figure for Collectors and Display \", \"asin\": \"B07P2BF43Y\", \"price\": \"$17.94\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop! Ride Super Deluxe: Star Wars - Lando Calrissian in The Millenium Falcon (Shared Galactic Convention, Amazon Exclusive) \", \"asin\": \"B09HN5M5PJ\", \"price\": \"$64.85\", \"quantity\": \"\"},\n {\"title\": \"Funko Mystery Mini - Naruto - 1 of 12 to Collect - Styles Vary - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Mini Figure for Collectors and Display \", \"asin\": \"B0CLFLG9RW\", \"price\": \"$9.89\", \"quantity\": \"\"},\n {\"title\": \"Funko - Star Wars - General Grievous Exclu Pop 10 cm - 0889698106580 \", \"asin\": \"B01M8FMDLF\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Funko Mystery Mini - Naruto - 1 of 12 to Collect - Styles Vary - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Mini Figure for Collectors and Display \", \"asin\": \"B0CLFLG9RW\", \"price\": \"$9.89\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop Mystery Minis: Five Nights at Freddy's - Events - (One Mystery Figure) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Video Games Fans and Display \", \"asin\": \"B09FQ7S22Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Funko Bitty POP! Deadpool - Bathtime, 4-Pack and A Surprise Mystery Mini Figure - 0.9 Inch (2.2 Cm) Collectable - Stackable Display Shelf Included - Gift Idea - Party Bags Stocking - Cake Topper \", \"asin\": \"B0CQF5R177\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop! Deluxe: Cuphead - Devil's Throne \", \"asin\": \"B0B12PFBYF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Funko Bitty POP! Deadpool - BBQ Master , 4-Pack and A Surprise Mystery Mini Figure - 0.9 Inch (2.2 Cm) Collectable - Stackable Display Shelf Included - Gift Idea - Party Bags Stocking - Cake Topper \", \"asin\": \"B0CQDDT312\", \"price\": \"$13.49\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"New Releases\",\n \"asin\": \"B0DGBMK6BY\"\n},\n {\n \"title\": \"Amazon Exclusives\",\n \"asin\": \"B0DBPGVVYN\"\n},\n {\n \"title\": \"Bitty Pop\",\n \"asin\": \"B0D1DV9TP7\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Mystery Mini: Spider-Man Comics - 1 of 12 to Collect - Styles Vary - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Comic Books Fans\", \"asin\": \"B0D1K13RF6\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery May 17 - 28 for Prime members\"},\n {\"title\": \"Mystery Mini - Naruto - 1 of 12 to Collect - Styles Vary - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Mini Figure for Collectors and Display\", \"asin\": \"B0CLFLG9RW\", \"price\": \"$9.89\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Mystery Minis: Five Nights at Freddy's - Events - (One Mystery Figure) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Video Games Fans and Display\", \"asin\": \"B09FQ7S22Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, May 2 for Prime members\"},\n {\"title\": \"Star Wars R2-D2 Building Set - Collectible 3D Puzzle for Adults, Ages 18+ - Display for Room or Office Desk - Info Plaque Included - Gift Idea for Fans - 75308\", \"asin\": \"B08STSYGLS\", \"price\": \"$239.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Avatar Appa Sleep Plushie, 1 ft Collectible Appa Plushie from Avatar The Last Air Bender - Soft 100% PP Cotton Avatar Stuffed Appa Avatar Collection\\u2026, Brown\", \"asin\": \"B0CC6XHBN6\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Fri, May 2 for Prime membersOnly 18 left in stock - order soon.\"},\n {\"title\": \"Pop! Deluxe: The Lord of The Rings - Gandalf at The Doors of Durin\", \"asin\": \"B0D6DHTJXR\", \"price\": \"$14.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Movies: Ghostface - Ghostface - Glow in The Dark - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Horror Fans\", \"asin\": \"B0CND3QQFV\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop WWE - Gunther - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Sports Fans - Model Figure for Collectors\", \"asin\": \"B0D6CXYNZ9\", \"price\": \"$11.59\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Premium: How to Train Your Dragon - Toothless (with Lightning)\", \"asin\": \"B0CYTBKYTJ\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Arcane LOL - Vi - Arcane: League of Legends - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CSVT5XV2\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery May 2 - 5 for Prime members\"},\n {\"title\": \"Star Wars Darth Vader Helmet Building Set, Mask Model Kit for Adults to Build and Display, Collectible Star Wars Home D\\u00e9cor, Gift Idea for Classic Star Wars Fans, 75304\", \"asin\": \"B08NFCW4WY\", \"price\": \"$65.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Harry Potter Hedwig at 4 Privet Drive, Buildable Fantasy Toy with a Harry Potter Owl Figure, Harry Potter Toy for Independent Play, Harry Potter Gift Idea for Girls, Boys and Kids Ages 7+, 76425\", \"asin\": \"B0CGY41LTC\", \"price\": \"$19.96\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Star Wars Millennium Falcon A New Hope 25th Anniversary Collectable Model - DIY Building Sets for Adults, Men & Women, Ages 18+ - Comes with Display Stand - Star Wars Gift - 75375\", \"asin\": \"B0CGY3ZB24\", \"price\": \"$67.95\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Star Wars The Mandalorian Helmet 75328 Buildable Model Kit, Display Collectible Decoration Set for Adults, Men, Women, Mom, Dad, Collectible Gift Idea\", \"asin\": \"B09JKZM4CM\", \"price\": \"$55.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29Arrives before Mother's Day\"},\n {\"title\": \"POP Animation: Naruto Shippuden - Naruto - (Shrkn) - 1/6 Odds for Rare Chase Variant - Metallic - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults\", \"asin\": \"B0D4B664KV\", \"price\": \"$9.40\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Disney: Lilo and Stitch - Stitct with Tube - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Cartoon/Animation Fans - Model Figure for Collectors\", \"asin\": \"B0DGBR2PMF\", \"price\": \"$10.32\", \"delivery\": \"FREE delivery Thu, May 29 This item will be released on May 28, 2025.\"},\n {\"title\": \"Pop Moments Deluxe: Pokemon - Starters - Bulbasaur, Charmander, Squirtle - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Video Games Fans\", \"asin\": \"B0C6YQJ1BC\", \"price\": \"$46.50\", \"delivery\": \"FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Pop&Buddy: Peanuts - Joe Cool with Woodstock - Classic Peanuts - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Cartoon/Animation Fans\", \"asin\": \"B0D98TFQR4\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Disney Stitch Toy Building Kit, Disney Toy for 9 Year Old Kids, Buildable Figure with Ice Cream Cone, Fun Disney Gift for Girls, Boys and Lovers of The Hit Movie Lilo and Stitch, 43249\", \"asin\": \"B0CGY26D8G\", \"price\": \"$51.74\", \"delivery\": \" FREE delivery Thu, May 1\"},\n {\"title\": \"Star Wars R2-D2 Building Toy Set - Play or Display Star Wars Toy for Boys & Girls, Ages 10+ - Gift Ideas for Kids & Fans - Includes 25th Anniversary Darth Malak Minifigure - 75379\", \"asin\": \"B0CGY22J6Y\", \"price\": \"$81.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Bitty POP! Deadpool - Bathtime, 4-Pack and A Surprise Mystery Mini Figure - 0.9 Inch (2.2 Cm) Collectable - Stackable Display Shelf Included - Gift Idea - Party Bags Stocking - Cake Topper\", \"asin\": \"B0CQF5R177\", \"price\": \"$9.99\", \"delivery\": \" FREE delivery Thu, May 1\"},\n {\"title\": \"Sonic The Hedgehog Shadow The Hedgehog Escape Building Set, Motorcycle Toy, Video Game Character Figures, Sonic Toy for Kids, Gift for Gamers Ages 8 Plus, 76995\", \"asin\": \"B0CHN2TYQK\", \"price\": \"$19.96\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Marvel Avengers Endgame Captain America with Broken Shield & Mjolnir (Glow in The Dark & Metallic), Exclusive\", \"asin\": \"B0BFVQ796X\", \"price\": \"$9.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Star Wars: Star Wars New Classics - Darth Vader - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Sci-Fi Fans - Model Figure for Collectors\", \"asin\": \"B0BBYX1H6C\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! TV: Spongebob Squarepants 25th Anniversary - Doodlebob - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CND39KKH\", \"price\": \"$21.77\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP Rides Deluxe: Spongebob Squarepants - Mermaid Man & Barnacle Boy with Invisible Car - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults\", \"asin\": \"B0CYT9MY75\", \"price\": \"$24.24\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Marvel Spider-Man Daily Bugle Newspaper Office 76178 Building Set - Featuring 25 Spider-Verse Minifigures Including Peter Parker, Venom, and Spider-Gwen, Collectible Gift Idea for Adults\", \"asin\": \"B0979GDCDT\", \"price\": \"$337.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Harry Potter Talking Sorting Hat W/ 31 Voices - Harry Potter Building Set - Gift Idea for Adults, Women & Men, 18+ - 76429\", \"asin\": \"B0CGY22J77\", \"price\": \"$79.95\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Breath of The Wild Link Building Sets for Adults Kids, Link Minifigure Ocarina of Time Building Kit,Game Series Building Blocks Model Toys,Compatible with Lego(155PCS)\", \"asin\": \"B0CBVWGZBM\", \"price\": \"$16.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Games: Pokemon - Charizard 3.75 Inches - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Video Games Fans - Model Figure for Collectors and Display\", \"asin\": \"B08XC6PKY8\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Marvel: Spider-Man Comics - Chasm - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans - Model Figure for Collectors\", \"asin\": \"B0D19KKY69\", \"price\": \"$7.62\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Funko Star Wars Mandalorian with Darksaber (Chrome & Glow in The Dark), Exclusive\", \"asin\": \"B0939MYLZR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Disney: Lilo & Stitch - Stitch with Ukelele - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Cartoon/Animation Fans - Model Figure for Collectors\", \"asin\": \"B08MQ5C98P\", \"price\": \"$12.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Bleach - Hiyori Sarugaki - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D425JK7F\", \"price\": \"$5.65\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Simpsons - Bart Simpson - The Simpsons - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CYCGX5TG\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! & Buddy: Deadpool & Wolverine - Deadpool with Headpool - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors\", \"asin\": \"B0CQDG9FD1\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Disney: The Muppets Mayhem \\u2013 Baby Animal - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Comedy Fans - Model Figure for Collectors and Display\", \"asin\": \"B0C4S2LSJK\", \"price\": \"$5.80\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Comic Cover: DC - Superman 85th Anniversary - DC Comics - Amazon Exclusive - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults\", \"asin\": \"B0D2DFR2WW\", \"price\": \"$18.30\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Marvel: Deadpool & Wolverine - Dogpool - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CQDH2829\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Thu, May 1\"},\n {\"title\": \"POP! Star Wars: Ahsoka TV - Sabine Wren - Glow in The Dark - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans\", \"asin\": \"B0BQ3W4H2C\", \"price\": \"$15.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Animation: Boruto: Naruto Next Generations - Isshiki Otsutsuki, Glow in The Dark, Amazon Exclusive\", \"asin\": \"B0CJMZ33GV\", \"price\": \"$18.69\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Marvel: Spider-Man Across The Spider-Verse - MayDay Parker - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors\", \"asin\": \"B0CND34J9J\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Animation: Jujutsu Kaisen - Nobara Kugisaki\", \"asin\": \"B0CNJ4RR96\", \"price\": \"$21.95\", \"delivery\": \"FREE delivery Thu, May 1\"},\n {\"title\": \"POP! Comic Cover: Marvel - X-Men: Days of Future Past - (1981) Wolverine - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans\", \"asin\": \"B0CDJG49TH\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Brooklyn Nine Nine - Jake Peralta with Coffee - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors\", \"asin\": \"B0B6GCVL2D\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Star Wars: The Mandalorian - Praetorian Guard - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors\", \"asin\": \"B0CLTFK1V4\", \"price\": \"$15.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Marvel: Spider-Man Across The Spider-Verse - Spider-Man 2099 - Unmasked - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans\", \"asin\": \"B0CND19Q1S\", \"price\": \"$9.50\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29 Only 5 left in stock - order soon.\"},\n {\"title\": \"Pop Retro Toys: Teenage Mutant Ninja Turtles - Michelangelo - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans\", \"asin\": \"B087NC336Q\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Marvel: Daredevil Born Again - Daredevil\", \"asin\": \"B0DP7D74Y7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Fri, Aug 15 This item will be released on August 14, 2025.\"},\n {\"title\": \"Pop Deluxe: Harry Potter - Chocolate Frog - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Fantasy Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D1DBN5Y8\", \"price\": \"$23.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Marvel: Guardians of The Galaxy 3- Alpha Groot - Guardians of The Galaxy - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans\", \"asin\": \"B0CND2X7MD\", \"price\": \"$15.00\", \"delivery\": \"FREE delivery Thu, May 1\"},\n {\"title\": \"POP Animation: Roronoa Zoro - One Piece - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Model Figure for Collectors\", \"asin\": \"B0CVNLPB83\", \"price\": \"$10.00\", \"delivery\": \"FREE delivery Thu, May 1\"},\n {\"title\": \"Pop Animation: Dragon Ball - Goku - (Kamehameha) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19MTH5X\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Plus: Predator 2 - Elder Greyback - Predator Classic - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Sci-Fi Fans - Model Figure for Collectors\", \"asin\": \"B0CYNYJNZD\", \"price\": \"$12.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Animation: Naruto - Shisui Uchiha with Kunai - Glow in The Dark - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans\", \"asin\": \"B0CLTG3BZ4\", \"delivery\": \"\"},\n {\"title\": \"Pop Comics: Teenage Mutant Ninja Turtles (TMNT) The Last Ronin- Michelangelo - Brothers, 4-Pack - TMNT Comics - Amazon Exclusive - Collectable Vinyl Figure - Gift Idea - Official Merchandise\", \"asin\": \"B0DBPJCCG5\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Brooklyn Nine Nine - Charles Boyle - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0B6GCBDRG\", \"price\": \"$9.47\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Ride Deluxe: SW - Anakin in Naboo Sarfighter with R2-D2 - Star Wars - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans\", \"asin\": \"B0C4W6Q773\", \"price\": \"$23.93\", \"delivery\": \"FREE delivery Thu, May 1 Only 3 left in stock - order soon.\"},\n {\"title\": \"POP Animation: Bleach - Uryu Ishida - 1/6 Odds for Rare Chase Variant - Bleach - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans\", \"asin\": \"B0C4RGZPCH\", \"price\": \"$7.34\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Friends \\u2013 Chandler Bing - (College) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CYCJGPKT\", \"price\": \"$10.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP Star Wars: Ahsoka - Sabine Wren - Star Wars Ahsoka - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19KLR6K\", \"price\": \"$9.35\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Animation Avatar Katara (Glow in The Dark & Metallic), Exclusive\", \"asin\": \"B09R34V79Y\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Chainsaw Man - Samurai Sword - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19V5P39\", \"price\": \"$6.45\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Bitty Bots: Voltron - Voltron with Shiro\", \"asin\": \"B0D1DFXS91\", \"price\": \"$17.51\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-28T01:30:23.218Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-28T01:30:23.218Z	click	filter	rule	2025-04-28T01:30:23.218Z	train	2,551	2025-04-28T01:30:23.218Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-28T01:30:16.622Z", "action": "input", "action_argument": "funko"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "funko" } ], "promotion_items": [ {"title": "Funko Pop! House of Dragon - Syrax, multiclor", "asin": "B09V85CK5Q", "price": "$17.17", "quantity": ""}, {"title": "Funko Pop House of Dragon - Princess Rhaenyra Targaryen - House of The Dragon - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Fantasy Fans", "asin": "B09V85JYD6", "price": "$11.59", "quantity": ""}, {"title": "Funko Pop House of Dragon - Prince Daemon Targaryen - House of The Dragon - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Fantasy Fans", "asin": "B09V86BDNZ", "price": "$7.74", "quantity": ""}, {"title": "Funko Pop House of Dragon - King Viserys Targaryen Targaryen - House of The Dragon - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Fantasy Fans", "asin": "B09V859HN2", "price": "$11.98", "quantity": ""}, {"title": "Funko Pop! House of Dragon - Corlys Velaryon", "asin": "B09V85WBW1", "price": "$8.36", "quantity": ""}, {"title": "Funko Pop! House of Dragon - Otto Hightower", "asin": "B09V85CZ8S", "price": "$9.99", "quantity": ""}, {"title": "Funko Mystery Mini: Spider-Man Comics - 1 of 12 to Collect - Styles Vary - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Comic Books Fans ", "asin": "B0D1K13RF6", "price": "$9.99", "quantity": ""}, {"title": "Funko POP! Heroes 80th-Batman - (1995) - DC Comics - Collectible Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Comic Books Fans - Model Figure for Collectors and Display ", "asin": "B07P2BF43Y", "price": "$17.94", "quantity": ""}, {"title": "Funko Pop! Ride Super Deluxe: Star Wars - Lando Calrissian in The Millenium Falcon (Shared Galactic Convention, Amazon Exclusive) ", "asin": "B09HN5M5PJ", "price": "$64.85", "quantity": ""}, {"title": "Funko Mystery Mini - Naruto - 1 of 12 to Collect - Styles Vary - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Mini Figure for Collectors and Display ", "asin": "B0CLFLG9RW", "price": "$9.89", "quantity": ""}, {"title": "Funko - Star Wars - General Grievous Exclu Pop 10 cm - 0889698106580 ", "asin": "B01M8FMDLF", "price": "$39.99", "quantity": ""}, {"title": "Funko Mystery Mini - Naruto - 1 of 12 to Collect - Styles Vary - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Mini Figure for Collectors and Display ", "asin": "B0CLFLG9RW", "price": "$9.89", "quantity": ""}, {"title": "Funko Pop Mystery Minis: Five Nights at Freddy's - Events - (One Mystery Figure) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Video Games Fans and Display ", "asin": "B09FQ7S22Z", "price": "$9.99", "quantity": ""}, {"title": "Funko Bitty POP! Deadpool - Bathtime, 4-Pack and A Surprise Mystery Mini Figure - 0.9 Inch (2.2 Cm) Collectable - Stackable Display Shelf Included - Gift Idea - Party Bags Stocking - Cake Topper ", "asin": "B0CQF5R177", "price": "$9.99", "quantity": ""}, {"title": "Funko Pop! Deluxe: Cuphead - Devil's Throne ", "asin": "B0B12PFBYF", "price": "$12.99", "quantity": ""}, {"title": "Funko Bitty POP! Deadpool - BBQ Master , 4-Pack and A Surprise Mystery Mini Figure - 0.9 Inch (2.2 Cm) Collectable - Stackable Display Shelf Included - Gift Idea - Party Bags Stocking - Cake Topper ", "asin": "B0CQDDT312", "price": "$13.49", "quantity": ""} ], "ads": [ { "title": "New Releases", "asin": "B0DGBMK6BY" }, { "title": "Amazon Exclusives", "asin": "B0DBPGVVYN" }, { "title": "Bitty Pop", "asin": "B0D1DV9TP7" } ], "search_results": [ {"title": "Mystery Mini: Spider-Man Comics - 1 of 12 to Collect - Styles Vary - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Comic Books Fans", "asin": "B0D1K13RF6", "price": "$9.99", "delivery": "FREE delivery May 17 - 28 for Prime members"}, {"title": "Mystery Mini - Naruto - 1 of 12 to Collect - Styles Vary - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Mini Figure for Collectors and Display", "asin": "B0CLFLG9RW", "price": "$9.89", "delivery": " Two-DayFREE delivery Tue, Apr 29"}, {"title": "Pop Mystery Minis: Five Nights at Freddy's - Events - (One Mystery Figure) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Video Games Fans and Display", "asin": "B09FQ7S22Z", "price": "$9.99", "delivery": "FREE delivery Fri, May 2 for Prime members"}, {"title": "Star Wars R2-D2 Building Set - Collectible 3D Puzzle for Adults, Ages 18+ - Display for Room or Office Desk - Info Plaque Included - Gift Idea for Fans - 75308", "asin": "B08STSYGLS", "price": "$239.99", "delivery": " Two-DayFREE delivery Tue, Apr 29"}, {"title": "Avatar Appa Sleep Plushie, 1 ft Collectible Appa Plushie from Avatar The Last Air Bender - Soft 100% PP Cotton Avatar Stuffed Appa Avatar Collection\u2026, Brown", "asin": "B0CC6XHBN6", "price": "$44.99", "delivery": "FREE delivery Fri, May 2 for Prime membersOnly 18 left in stock - order soon."}, {"title": "Pop! Deluxe: The Lord of The Rings - Gandalf at The Doors of Durin", "asin": "B0D6DHTJXR", "price": "$14.95", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! Movies: Ghostface - Ghostface - Glow in The Dark - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Horror Fans", "asin": "B0CND3QQFV", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop WWE - Gunther - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Sports Fans - Model Figure for Collectors", "asin": "B0D6CXYNZ9", "price": "$11.59", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop! Premium: How to Train Your Dragon - Toothless (with Lightning)", "asin": "B0CYTBKYTJ", "price": "$22.99", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP TV: Arcane LOL - Vi - Arcane: League of Legends - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display", "asin": "B0CSVT5XV2", "price": "$12.99", "delivery": "FREE delivery May 2 - 5 for Prime members"}, {"title": "Star Wars Darth Vader Helmet Building Set, Mask Model Kit for Adults to Build and Display, Collectible Star Wars Home D\u00e9cor, Gift Idea for Classic Star Wars Fans, 75304", "asin": "B08NFCW4WY", "price": "$65.99", "delivery": " Two-DayFREE delivery Tue, Apr 29"}, {"title": "Harry Potter Hedwig at 4 Privet Drive, Buildable Fantasy Toy with a Harry Potter Owl Figure, Harry Potter Toy for Independent Play, Harry Potter Gift Idea for Girls, Boys and Kids Ages 7+, 76425", "asin": "B0CGY41LTC", "price": "$19.96", "delivery": " Two-DayFREE delivery Tue, Apr 29"}, {"title": "Star Wars Millennium Falcon A New Hope 25th Anniversary Collectable Model - DIY Building Sets for Adults, Men & Women, Ages 18+ - Comes with Display Stand - Star Wars Gift - 75375", "asin": "B0CGY3ZB24", "price": "$67.95", "delivery": " Two-DayFREE delivery Tue, Apr 29"}, {"title": "Star Wars The Mandalorian Helmet 75328 Buildable Model Kit, Display Collectible Decoration Set for Adults, Men, Women, Mom, Dad, Collectible Gift Idea", "asin": "B09JKZM4CM", "price": "$55.99", "delivery": " Two-DayFREE delivery Tue, Apr 29Arrives before Mother's Day"}, {"title": "POP Animation: Naruto Shippuden - Naruto - (Shrkn) - 1/6 Odds for Rare Chase Variant - Metallic - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults", "asin": "B0D4B664KV", "price": "$9.40", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Disney: Lilo and Stitch - Stitct with Tube - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Cartoon/Animation Fans - Model Figure for Collectors", "asin": "B0DGBR2PMF", "price": "$10.32", "delivery": "FREE delivery Thu, May 29 This item will be released on May 28, 2025."}, {"title": "Pop Moments Deluxe: Pokemon - Starters - Bulbasaur, Charmander, Squirtle - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Video Games Fans", "asin": "B0C6YQJ1BC", "price": "$46.50", "delivery": "FREE delivery Thu, May 1 Arrives before Mother's Day"}, {"title": "Pop&Buddy: Peanuts - Joe Cool with Woodstock - Classic Peanuts - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Cartoon/Animation Fans", "asin": "B0D98TFQR4", "price": "$11.99", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Disney Stitch Toy Building Kit, Disney Toy for 9 Year Old Kids, Buildable Figure with Ice Cream Cone, Fun Disney Gift for Girls, Boys and Lovers of The Hit Movie Lilo and Stitch, 43249", "asin": "B0CGY26D8G", "price": "$51.74", "delivery": " FREE delivery Thu, May 1"}, {"title": "Star Wars R2-D2 Building Toy Set - Play or Display Star Wars Toy for Boys & Girls, Ages 10+ - Gift Ideas for Kids & Fans - Includes 25th Anniversary Darth Malak Minifigure - 75379", "asin": "B0CGY22J6Y", "price": "$81.99", "delivery": " Two-DayFREE delivery Tue, Apr 29"}, {"title": "Bitty POP! Deadpool - Bathtime, 4-Pack and A Surprise Mystery Mini Figure - 0.9 Inch (2.2 Cm) Collectable - Stackable Display Shelf Included - Gift Idea - Party Bags Stocking - Cake Topper", "asin": "B0CQF5R177", "price": "$9.99", "delivery": " FREE delivery Thu, May 1"}, {"title": "Sonic The Hedgehog Shadow The Hedgehog Escape Building Set, Motorcycle Toy, Video Game Character Figures, Sonic Toy for Kids, Gift for Gamers Ages 8 Plus, 76995", "asin": "B0CHN2TYQK", "price": "$19.96", "delivery": " Two-DayFREE delivery Tue, Apr 29"}, {"title": "POP! Marvel Avengers Endgame Captain America with Broken Shield & Mjolnir (Glow in The Dark & Metallic), Exclusive", "asin": "B0BFVQ796X", "price": "$9.97", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Star Wars: Star Wars New Classics - Darth Vader - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Sci-Fi Fans - Model Figure for Collectors", "asin": "B0BBYX1H6C", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! TV: Spongebob Squarepants 25th Anniversary - Doodlebob - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display", "asin": "B0CND39KKH", "price": "$21.77", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP Rides Deluxe: Spongebob Squarepants - Mermaid Man & Barnacle Boy with Invisible Car - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults", "asin": "B0CYT9MY75", "price": "$24.24", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Marvel Spider-Man Daily Bugle Newspaper Office 76178 Building Set - Featuring 25 Spider-Verse Minifigures Including Peter Parker, Venom, and Spider-Gwen, Collectible Gift Idea for Adults", "asin": "B0979GDCDT", "price": "$337.99", "delivery": " Two-DayFREE delivery Tue, Apr 29"}, {"title": "Harry Potter Talking Sorting Hat W/ 31 Voices - Harry Potter Building Set - Gift Idea for Adults, Women & Men, 18+ - 76429", "asin": "B0CGY22J77", "price": "$79.95", "delivery": " Two-DayFREE delivery Tue, Apr 29"}, {"title": "Breath of The Wild Link Building Sets for Adults Kids, Link Minifigure Ocarina of Time Building Kit,Game Series Building Blocks Model Toys,Compatible with Lego(155PCS)", "asin": "B0CBVWGZBM", "price": "$16.99", "delivery": " Two-DayFREE delivery Tue, Apr 29"}, {"title": "Pop Games: Pokemon - Charizard 3.75 Inches - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Video Games Fans - Model Figure for Collectors and Display", "asin": "B08XC6PKY8", "price": "$12.97", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Marvel: Spider-Man Comics - Chasm - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans - Model Figure for Collectors", "asin": "B0D19KKY69", "price": "$7.62", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Funko Star Wars Mandalorian with Darksaber (Chrome & Glow in The Dark), Exclusive", "asin": "B0939MYLZR", "price": "$9.99", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Disney: Lilo & Stitch - Stitch with Ukelele - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Cartoon/Animation Fans - Model Figure for Collectors", "asin": "B08MQ5C98P", "price": "$12.95", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Animation: Bleach - Hiyori Sarugaki - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display", "asin": "B0D425JK7F", "price": "$5.65", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP TV: Simpsons - Bart Simpson - The Simpsons - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display", "asin": "B0CYCGX5TG", "price": "$11.99", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! & Buddy: Deadpool & Wolverine - Deadpool with Headpool - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors", "asin": "B0CQDG9FD1", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Disney: The Muppets Mayhem \u2013 Baby Animal - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Comedy Fans - Model Figure for Collectors and Display", "asin": "B0C4S2LSJK", "price": "$5.80", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Comic Cover: DC - Superman 85th Anniversary - DC Comics - Amazon Exclusive - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults", "asin": "B0D2DFR2WW", "price": "$18.30", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! Marvel: Deadpool & Wolverine - Dogpool - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors and Display", "asin": "B0CQDH2829", "price": "$12.99", "delivery": "FREE delivery Thu, May 1"}, {"title": "POP! Star Wars: Ahsoka TV - Sabine Wren - Glow in The Dark - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans", "asin": "B0BQ3W4H2C", "price": "$15.00", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop! Animation: Boruto: Naruto Next Generations - Isshiki Otsutsuki, Glow in The Dark, Amazon Exclusive", "asin": "B0CJMZ33GV", "price": "$18.69", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! Marvel: Spider-Man Across The Spider-Verse - MayDay Parker - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors", "asin": "B0CND34J9J", "price": "$8.98", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop! Animation: Jujutsu Kaisen - Nobara Kugisaki", "asin": "B0CNJ4RR96", "price": "$21.95", "delivery": "FREE delivery Thu, May 1"}, {"title": "POP! Comic Cover: Marvel - X-Men: Days of Future Past - (1981) Wolverine - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans", "asin": "B0CDJG49TH", "price": "$24.99", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP TV: Brooklyn Nine Nine - Jake Peralta with Coffee - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors", "asin": "B0B6GCVL2D", "price": "$11.99", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! Star Wars: The Mandalorian - Praetorian Guard - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors", "asin": "B0CLTFK1V4", "price": "$15.00", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! Marvel: Spider-Man Across The Spider-Verse - Spider-Man 2099 - Unmasked - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans", "asin": "B0CND19Q1S", "price": "$9.50", "delivery": " Two-Day FREE delivery Tue, Apr 29 Only 5 left in stock - order soon."}, {"title": "Pop Retro Toys: Teenage Mutant Ninja Turtles - Michelangelo - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans", "asin": "B087NC336Q", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop! Marvel: Daredevil Born Again - Daredevil", "asin": "B0DP7D74Y7", "price": "$12.99", "delivery": "FREE delivery Fri, Aug 15 This item will be released on August 14, 2025."}, {"title": "Pop Deluxe: Harry Potter - Chocolate Frog - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Fantasy Fans - Model Figure for Collectors and Display", "asin": "B0D1DBN5Y8", "price": "$23.74", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! Marvel: Guardians of The Galaxy 3- Alpha Groot - Guardians of The Galaxy - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans", "asin": "B0CND2X7MD", "price": "$15.00", "delivery": "FREE delivery Thu, May 1"}, {"title": "POP Animation: Roronoa Zoro - One Piece - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Model Figure for Collectors", "asin": "B0CVNLPB83", "price": "$10.00", "delivery": "FREE delivery Thu, May 1"}, {"title": "Pop Animation: Dragon Ball - Goku - (Kamehameha) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display", "asin": "B0D19MTH5X", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Plus: Predator 2 - Elder Greyback - Predator Classic - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Sci-Fi Fans - Model Figure for Collectors", "asin": "B0CYNYJNZD", "price": "$12.00", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! Animation: Naruto - Shisui Uchiha with Kunai - Glow in The Dark - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans", "asin": "B0CLTG3BZ4", "delivery": ""}, {"title": "Pop Comics: Teenage Mutant Ninja Turtles (TMNT) The Last Ronin- Michelangelo - Brothers, 4-Pack - TMNT Comics - Amazon Exclusive - Collectable Vinyl Figure - Gift Idea - Official Merchandise", "asin": "B0DBPJCCG5", "price": "$59.99", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP TV: Brooklyn Nine Nine - Charles Boyle - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display", "asin": "B0B6GCBDRG", "price": "$9.47", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! Ride Deluxe: SW - Anakin in Naboo Sarfighter with R2-D2 - Star Wars - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans", "asin": "B0C4W6Q773", "price": "$23.93", "delivery": "FREE delivery Thu, May 1 Only 3 left in stock - order soon."}, {"title": "POP Animation: Bleach - Uryu Ishida - 1/6 Odds for Rare Chase Variant - Bleach - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans", "asin": "B0C4RGZPCH", "price": "$7.34", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP TV: Friends \u2013 Chandler Bing - (College) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display", "asin": "B0CYCJGPKT", "price": "$10.97", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP Star Wars: Ahsoka - Sabine Wren - Star Wars Ahsoka - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display", "asin": "B0D19KLR6K", "price": "$9.35", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! Animation Avatar Katara (Glow in The Dark & Metallic), Exclusive", "asin": "B09R34V79Y", "price": "$9.99", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Animation: Chainsaw Man - Samurai Sword - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display", "asin": "B0D19V5P39", "price": "$6.45", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop! Bitty Bots: Voltron - Voltron with Shiro", "asin": "B0D1DFXS91", "price": "$17.51", "delivery": " Two-Day FREE delivery Tue, Apr 29"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-28T01:30:23.218Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "index": 2551, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-28T01:30:16.622Z\", \"action\": \"input\", \"action_argument\": \"funko\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"funko\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Funko Pop! House of Dragon - Syrax, multiclor\", \"asin\": \"B09V85CK5Q\", \"price\": \"$17.17\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop House of Dragon - Princess Rhaenyra Targaryen - House of The Dragon - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Fantasy Fans\", \"asin\": \"B09V85JYD6\", \"price\": \"$11.59\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop House of Dragon - Prince Daemon Targaryen - House of The Dragon - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Fantasy Fans\", \"asin\": \"B09V86BDNZ\", \"price\": \"$7.74\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop House of Dragon - King Viserys Targaryen Targaryen - House of The Dragon - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Fantasy Fans\", \"asin\": \"B09V859HN2\", \"price\": \"$11.98\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop! House of Dragon - Corlys Velaryon\", \"asin\": \"B09V85WBW1\", \"price\": \"$8.36\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop! House of Dragon - Otto Hightower\", \"asin\": \"B09V85CZ8S\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Funko Mystery Mini: Spider-Man Comics - 1 of 12 to Collect - Styles Vary - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Comic Books Fans \", \"asin\": \"B0D1K13RF6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Funko POP! Heroes 80th-Batman - (1995) - DC Comics - Collectible Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Comic Books Fans - Model Figure for Collectors and Display \", \"asin\": \"B07P2BF43Y\", \"price\": \"$17.94\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop! Ride Super Deluxe: Star Wars - Lando Calrissian in The Millenium Falcon (Shared Galactic Convention, Amazon Exclusive) \", \"asin\": \"B09HN5M5PJ\", \"price\": \"$64.85\", \"quantity\": \"\"},\n {\"title\": \"Funko Mystery Mini - Naruto - 1 of 12 to Collect - Styles Vary - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Mini Figure for Collectors and Display \", \"asin\": \"B0CLFLG9RW\", \"price\": \"$9.89\", \"quantity\": \"\"},\n {\"title\": \"Funko - Star Wars - General Grievous Exclu Pop 10 cm - 0889698106580 \", \"asin\": \"B01M8FMDLF\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Funko Mystery Mini - Naruto - 1 of 12 to Collect - Styles Vary - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Mini Figure for Collectors and Display \", \"asin\": \"B0CLFLG9RW\", \"price\": \"$9.89\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop Mystery Minis: Five Nights at Freddy's - Events - (One Mystery Figure) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Video Games Fans and Display \", \"asin\": \"B09FQ7S22Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Funko Bitty POP! Deadpool - Bathtime, 4-Pack and A Surprise Mystery Mini Figure - 0.9 Inch (2.2 Cm) Collectable - Stackable Display Shelf Included - Gift Idea - Party Bags Stocking - Cake Topper \", \"asin\": \"B0CQF5R177\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Funko Pop! Deluxe: Cuphead - Devil's Throne \", \"asin\": \"B0B12PFBYF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Funko Bitty POP! Deadpool - BBQ Master , 4-Pack and A Surprise Mystery Mini Figure - 0.9 Inch (2.2 Cm) Collectable - Stackable Display Shelf Included - Gift Idea - Party Bags Stocking - Cake Topper \", \"asin\": \"B0CQDDT312\", \"price\": \"$13.49\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"New Releases\",\n \"asin\": \"B0DGBMK6BY\"\n},\n {\n \"title\": \"Amazon Exclusives\",\n \"asin\": \"B0DBPGVVYN\"\n},\n {\n \"title\": \"Bitty Pop\",\n \"asin\": \"B0D1DV9TP7\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Mystery Mini: Spider-Man Comics - 1 of 12 to Collect - Styles Vary - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Comic Books Fans\", \"asin\": \"B0D1K13RF6\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery May 17 - 28 for Prime members\"},\n {\"title\": \"Mystery Mini - Naruto - 1 of 12 to Collect - Styles Vary - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Mini Figure for Collectors and Display\", \"asin\": \"B0CLFLG9RW\", \"price\": \"$9.89\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Mystery Minis: Five Nights at Freddy's - Events - (One Mystery Figure) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Video Games Fans and Display\", \"asin\": \"B09FQ7S22Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, May 2 for Prime members\"},\n {\"title\": \"Star Wars R2-D2 Building Set - Collectible 3D Puzzle for Adults, Ages 18+ - Display for Room or Office Desk - Info Plaque Included - Gift Idea for Fans - 75308\", \"asin\": \"B08STSYGLS\", \"price\": \"$239.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Avatar Appa Sleep Plushie, 1 ft Collectible Appa Plushie from Avatar The Last Air Bender - Soft 100% PP Cotton Avatar Stuffed Appa Avatar Collection\\u2026, Brown\", \"asin\": \"B0CC6XHBN6\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Fri, May 2 for Prime membersOnly 18 left in stock - order soon.\"},\n {\"title\": \"Pop! Deluxe: The Lord of The Rings - Gandalf at The Doors of Durin\", \"asin\": \"B0D6DHTJXR\", \"price\": \"$14.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Movies: Ghostface - Ghostface - Glow in The Dark - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Horror Fans\", \"asin\": \"B0CND3QQFV\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop WWE - Gunther - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Sports Fans - Model Figure for Collectors\", \"asin\": \"B0D6CXYNZ9\", \"price\": \"$11.59\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Premium: How to Train Your Dragon - Toothless (with Lightning)\", \"asin\": \"B0CYTBKYTJ\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Arcane LOL - Vi - Arcane: League of Legends - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CSVT5XV2\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery May 2 - 5 for Prime members\"},\n {\"title\": \"Star Wars Darth Vader Helmet Building Set, Mask Model Kit for Adults to Build and Display, Collectible Star Wars Home D\\u00e9cor, Gift Idea for Classic Star Wars Fans, 75304\", \"asin\": \"B08NFCW4WY\", \"price\": \"$65.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Harry Potter Hedwig at 4 Privet Drive, Buildable Fantasy Toy with a Harry Potter Owl Figure, Harry Potter Toy for Independent Play, Harry Potter Gift Idea for Girls, Boys and Kids Ages 7+, 76425\", \"asin\": \"B0CGY41LTC\", \"price\": \"$19.96\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Star Wars Millennium Falcon A New Hope 25th Anniversary Collectable Model - DIY Building Sets for Adults, Men & Women, Ages 18+ - Comes with Display Stand - Star Wars Gift - 75375\", \"asin\": \"B0CGY3ZB24\", \"price\": \"$67.95\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Star Wars The Mandalorian Helmet 75328 Buildable Model Kit, Display Collectible Decoration Set for Adults, Men, Women, Mom, Dad, Collectible Gift Idea\", \"asin\": \"B09JKZM4CM\", \"price\": \"$55.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29Arrives before Mother's Day\"},\n {\"title\": \"POP Animation: Naruto Shippuden - Naruto - (Shrkn) - 1/6 Odds for Rare Chase Variant - Metallic - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults\", \"asin\": \"B0D4B664KV\", \"price\": \"$9.40\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Disney: Lilo and Stitch - Stitct with Tube - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Cartoon/Animation Fans - Model Figure for Collectors\", \"asin\": \"B0DGBR2PMF\", \"price\": \"$10.32\", \"delivery\": \"FREE delivery Thu, May 29 This item will be released on May 28, 2025.\"},\n {\"title\": \"Pop Moments Deluxe: Pokemon - Starters - Bulbasaur, Charmander, Squirtle - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Video Games Fans\", \"asin\": \"B0C6YQJ1BC\", \"price\": \"$46.50\", \"delivery\": \"FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Pop&Buddy: Peanuts - Joe Cool with Woodstock - Classic Peanuts - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Cartoon/Animation Fans\", \"asin\": \"B0D98TFQR4\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Disney Stitch Toy Building Kit, Disney Toy for 9 Year Old Kids, Buildable Figure with Ice Cream Cone, Fun Disney Gift for Girls, Boys and Lovers of The Hit Movie Lilo and Stitch, 43249\", \"asin\": \"B0CGY26D8G\", \"price\": \"$51.74\", \"delivery\": \" FREE delivery Thu, May 1\"},\n {\"title\": \"Star Wars R2-D2 Building Toy Set - Play or Display Star Wars Toy for Boys & Girls, Ages 10+ - Gift Ideas for Kids & Fans - Includes 25th Anniversary Darth Malak Minifigure - 75379\", \"asin\": \"B0CGY22J6Y\", \"price\": \"$81.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Bitty POP! Deadpool - Bathtime, 4-Pack and A Surprise Mystery Mini Figure - 0.9 Inch (2.2 Cm) Collectable - Stackable Display Shelf Included - Gift Idea - Party Bags Stocking - Cake Topper\", \"asin\": \"B0CQF5R177\", \"price\": \"$9.99\", \"delivery\": \" FREE delivery Thu, May 1\"},\n {\"title\": \"Sonic The Hedgehog Shadow The Hedgehog Escape Building Set, Motorcycle Toy, Video Game Character Figures, Sonic Toy for Kids, Gift for Gamers Ages 8 Plus, 76995\", \"asin\": \"B0CHN2TYQK\", \"price\": \"$19.96\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Marvel Avengers Endgame Captain America with Broken Shield & Mjolnir (Glow in The Dark & Metallic), Exclusive\", \"asin\": \"B0BFVQ796X\", \"price\": \"$9.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Star Wars: Star Wars New Classics - Darth Vader - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Sci-Fi Fans - Model Figure for Collectors\", \"asin\": \"B0BBYX1H6C\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! TV: Spongebob Squarepants 25th Anniversary - Doodlebob - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CND39KKH\", \"price\": \"$21.77\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP Rides Deluxe: Spongebob Squarepants - Mermaid Man & Barnacle Boy with Invisible Car - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults\", \"asin\": \"B0CYT9MY75\", \"price\": \"$24.24\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Marvel Spider-Man Daily Bugle Newspaper Office 76178 Building Set - Featuring 25 Spider-Verse Minifigures Including Peter Parker, Venom, and Spider-Gwen, Collectible Gift Idea for Adults\", \"asin\": \"B0979GDCDT\", \"price\": \"$337.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Harry Potter Talking Sorting Hat W/ 31 Voices - Harry Potter Building Set - Gift Idea for Adults, Women & Men, 18+ - 76429\", \"asin\": \"B0CGY22J77\", \"price\": \"$79.95\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Breath of The Wild Link Building Sets for Adults Kids, Link Minifigure Ocarina of Time Building Kit,Game Series Building Blocks Model Toys,Compatible with Lego(155PCS)\", \"asin\": \"B0CBVWGZBM\", \"price\": \"$16.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Games: Pokemon - Charizard 3.75 Inches - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Video Games Fans - Model Figure for Collectors and Display\", \"asin\": \"B08XC6PKY8\", \"price\": \"$12.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Marvel: Spider-Man Comics - Chasm - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans - Model Figure for Collectors\", \"asin\": \"B0D19KKY69\", \"price\": \"$7.62\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Funko Star Wars Mandalorian with Darksaber (Chrome & Glow in The Dark), Exclusive\", \"asin\": \"B0939MYLZR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Disney: Lilo & Stitch - Stitch with Ukelele - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Cartoon/Animation Fans - Model Figure for Collectors\", \"asin\": \"B08MQ5C98P\", \"price\": \"$12.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Bleach - Hiyori Sarugaki - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D425JK7F\", \"price\": \"$5.65\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Simpsons - Bart Simpson - The Simpsons - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CYCGX5TG\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! & Buddy: Deadpool & Wolverine - Deadpool with Headpool - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors\", \"asin\": \"B0CQDG9FD1\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Disney: The Muppets Mayhem \\u2013 Baby Animal - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Comedy Fans - Model Figure for Collectors and Display\", \"asin\": \"B0C4S2LSJK\", \"price\": \"$5.80\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Comic Cover: DC - Superman 85th Anniversary - DC Comics - Amazon Exclusive - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults\", \"asin\": \"B0D2DFR2WW\", \"price\": \"$18.30\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Marvel: Deadpool & Wolverine - Dogpool - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CQDH2829\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Thu, May 1\"},\n {\"title\": \"POP! Star Wars: Ahsoka TV - Sabine Wren - Glow in The Dark - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans\", \"asin\": \"B0BQ3W4H2C\", \"price\": \"$15.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Animation: Boruto: Naruto Next Generations - Isshiki Otsutsuki, Glow in The Dark, Amazon Exclusive\", \"asin\": \"B0CJMZ33GV\", \"price\": \"$18.69\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Marvel: Spider-Man Across The Spider-Verse - MayDay Parker - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors\", \"asin\": \"B0CND34J9J\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Animation: Jujutsu Kaisen - Nobara Kugisaki\", \"asin\": \"B0CNJ4RR96\", \"price\": \"$21.95\", \"delivery\": \"FREE delivery Thu, May 1\"},\n {\"title\": \"POP! Comic Cover: Marvel - X-Men: Days of Future Past - (1981) Wolverine - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans\", \"asin\": \"B0CDJG49TH\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Brooklyn Nine Nine - Jake Peralta with Coffee - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors\", \"asin\": \"B0B6GCVL2D\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Star Wars: The Mandalorian - Praetorian Guard - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors\", \"asin\": \"B0CLTFK1V4\", \"price\": \"$15.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Marvel: Spider-Man Across The Spider-Verse - Spider-Man 2099 - Unmasked - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans\", \"asin\": \"B0CND19Q1S\", \"price\": \"$9.50\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29 Only 5 left in stock - order soon.\"},\n {\"title\": \"Pop Retro Toys: Teenage Mutant Ninja Turtles - Michelangelo - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans\", \"asin\": \"B087NC336Q\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Marvel: Daredevil Born Again - Daredevil\", \"asin\": \"B0DP7D74Y7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Fri, Aug 15 This item will be released on August 14, 2025.\"},\n {\"title\": \"Pop Deluxe: Harry Potter - Chocolate Frog - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Fantasy Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D1DBN5Y8\", \"price\": \"$23.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Marvel: Guardians of The Galaxy 3- Alpha Groot - Guardians of The Galaxy - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans\", \"asin\": \"B0CND2X7MD\", \"price\": \"$15.00\", \"delivery\": \"FREE delivery Thu, May 1\"},\n {\"title\": \"POP Animation: Roronoa Zoro - One Piece - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Model Figure for Collectors\", \"asin\": \"B0CVNLPB83\", \"price\": \"$10.00\", \"delivery\": \"FREE delivery Thu, May 1\"},\n {\"title\": \"Pop Animation: Dragon Ball - Goku - (Kamehameha) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19MTH5X\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Plus: Predator 2 - Elder Greyback - Predator Classic - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Sci-Fi Fans - Model Figure for Collectors\", \"asin\": \"B0CYNYJNZD\", \"price\": \"$12.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Animation: Naruto - Shisui Uchiha with Kunai - Glow in The Dark - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans\", \"asin\": \"B0CLTG3BZ4\", \"delivery\": \"\"},\n {\"title\": \"Pop Comics: Teenage Mutant Ninja Turtles (TMNT) The Last Ronin- Michelangelo - Brothers, 4-Pack - TMNT Comics - Amazon Exclusive - Collectable Vinyl Figure - Gift Idea - Official Merchandise\", \"asin\": \"B0DBPJCCG5\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Brooklyn Nine Nine - Charles Boyle - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0B6GCBDRG\", \"price\": \"$9.47\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Ride Deluxe: SW - Anakin in Naboo Sarfighter with R2-D2 - Star Wars - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans\", \"asin\": \"B0C4W6Q773\", \"price\": \"$23.93\", \"delivery\": \"FREE delivery Thu, May 1 Only 3 left in stock - order soon.\"},\n {\"title\": \"POP Animation: Bleach - Uryu Ishida - 1/6 Odds for Rare Chase Variant - Bleach - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans\", \"asin\": \"B0C4RGZPCH\", \"price\": \"$7.34\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Friends \\u2013 Chandler Bing - (College) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CYCJGPKT\", \"price\": \"$10.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP Star Wars: Ahsoka - Sabine Wren - Star Wars Ahsoka - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19KLR6K\", \"price\": \"$9.35\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Animation Avatar Katara (Glow in The Dark & Metallic), Exclusive\", \"asin\": \"B09R34V79Y\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Chainsaw Man - Samurai Sword - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19V5P39\", \"price\": \"$6.45\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Bitty Bots: Voltron - Voltron with Shiro\", \"asin\": \"B0D1DFXS91\", \"price\": \"$17.51\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-28T01:30:23.218Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-28T01:30:16.622Z\", \"action\": \"input\", \"action_argument\": \"funko\"}\n{\"timestamp\": \"2025-04-28T01:30:23.218Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"funko\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Leinuosen 12 Pieces Monkey Stringy Balls Sensory Stringy Ball Soft Rainbow Pom Bouncy Stress Bags Stuffers Party Favors Birthday Gifts, Multicolor (2.75 Inch)\", \"asin\": \"B07S2RF514\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"MagMen Magnetic Travel Toys: Stretchy, Fun, and Educational Fidget Toys for Kids and Adults Ages 3 and up 10 Opaque\", \"asin\": \"B004V1KDQK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"LEGO Marvel The Hulk Truck vs. Thanos - Monster Truck Building Toy for Kids 7+ - Includes Hulk & Thanos Toy Minifigures - Creative Birthday Gift Idea for Girls and Boys - 76312\", \"asin\": \"B0DJ1CSHXK\", \"price\": \"$34.95\", \"quantity\": \"\"},\n {\"title\": \"EVORETRO 20 Pack - Funko Pop Protector for 4 Inch POP Figures Such as Shrek, Fallout, Spirit Halloween, Garfield, Wolverine, Deadpool, NBA, Invincible, Stackable 0.45 mm Thick PET Protective Plastic\", \"asin\": \"B09MHWXRDP\", \"price\": \"$21.95\", \"quantity\": \"\"},\n {\"title\": \"PICK A TOY Stretchy Flying Ninjas 12-Pieces, Slingshot Toys for Boys & Girls, Easter Egg Filler, Karate Birthday Goodie Bags Stuffer & Ninja Party Favors Supplies\", \"asin\": \"B07DNYL2CR\", \"price\": \"$14.90\", \"quantity\": \"\"},\n {\"title\": \"WQINX White and red Lightning Number Anime Cartoon Birthday Candle Cartoon Party Supplies Cake Decoration Animation Birthday Decoration Cake Candle (6)\", \"asin\": \"B0DS2SGXMM\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"LEGO Minifigures Series 27 6 Pack - Multipack of Collectible Figures for Kids, Boys and Girls, Ages 5+ - Mystery Blind Box of 12 Possible Minifigures - Gift Idea for Birthdays or Events - 66795\", \"asin\": \"B0DJ1924PB\", \"price\": \"$29.94\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B Pro 5000 Smartseries Power Rechargeable Electric Toothbrush with Bluetooth Connectivity, Black Edition\", \"asin\": \"B07KQ47SJ4\", \"price\": \"$89.94\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 9 Electric Toothbrush with 3 Replacement Brush Heads, Black Onyx\", \"asin\": \"B088CK6XJ4\", \"price\": \"$219.94\", \"quantity\": \"\"},\n {\"title\": \"Oral-B Pro Smart Limited Power Rechargeable Electric Toothbrush with (2) Brush Heads and Travel Case, Black\", \"asin\": \"B08KFXLZZ3\", \"price\": \"$129.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Pop Animation: Bleach - Hiyori Sarugaki - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D425JK7F\", \"price\": \"$5.65\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Marvel: Spider-Man Comics - Chasm - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans - Model Figure for Collectors\", \"asin\": \"B0D19KKY69\", \"price\": \"$7.62\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Disney: The Muppets Mayhem \\u2013 Baby Animal - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Comedy Fans - Model Figure for Collectors and Display\", \"asin\": \"B0C4S2LSJK\", \"price\": \"$5.80\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: One Piece - Killer - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0DBP9BNBQ\", \"price\": \"$7.50\", \"delivery\": \"FREE delivery Wed, May 28 This item will be released on May 27, 2025.\"},\n {\"title\": \"Pop Animation: Chainsaw Man - Samurai Sword - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19V5P39\", \"price\": \"$6.45\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Bleach - Gin Ichimaru - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D426MPJQ\", \"price\": \"$7.92\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP Animation: Bleach - Uryu Ishida - 1/6 Odds for Rare Chase Variant - Bleach - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans\", \"asin\": \"B0C4RGZPCH\", \"price\": \"$7.34\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: My Hero Academia (MHA) - Shishido - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19XLTRW\", \"price\": \"$5.86\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Bitty Ride: Teenage Mutant Ninja Turtles - Leonardo with Van - TMNT Retro/Classic - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans\", \"asin\": \"B0CQSTWCGF\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop SNL: Saturday Night Live 50th Anniversary - Mary Katherine Gallagher Super Star - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Comedy Fans\", \"asin\": \"B0CVNM777S\", \"price\": \"$7.32\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Bitty Town: Lord of The Rings - Frodo Baggins and The Shire\", \"asin\": \"B0CQRY92RD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Naruto Shippuden - Karin, Amazon Exclusive - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors\", \"asin\": \"B0D2DHLV6L\", \"price\": \"$7.80\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP Disney: Moana 2 - Matangi - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19XMY4M\", \"price\": \"$5.02\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP Animation: HxH - Kalluto Zoldyck - Hunter X Hunter (HXH) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Model Figure for Collectors\", \"asin\": \"B0CVNNMD1K\", \"price\": \"$5.11\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Premium - Premium Protector Display Cases Pop Collectable Vinyl Figures - Durable, Crystal Clear, and Stackable Storage\", \"asin\": \"B010EIT8U0\", \"price\": \"$7.88\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Movies: Rebel Moon - Kora - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors and Display\", \"asin\": \"B0C22LKF9B\", \"price\": \"$4.26\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Marvel: Spider-Man: No Way Home - MJ with Box\", \"asin\": \"B0B6GBZVXZ\", \"price\": \"$4.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! & Buddy: Godzilla Singular Point - Mei Kamino with Pelops II - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors\", \"asin\": \"B0BXRKJZXC\", \"price\": \"$6.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: My Hero Academia (MHA) - Daigoro Banjo - (Black Whip) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans\", \"asin\": \"B0D19R5SNW\", \"price\": \"$6.45\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Sandman - Dream - 1/6 Odds for Rare Chase Variant - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Horror Fans - Model Figure for Collectors\", \"asin\": \"B0CVNLWRM6\", \"price\": \"$6.92\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Star Trek Picard - Jean-Luc Picard - Star Trek - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CVNM53GJ\", \"price\": \"$7.54\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Animation: Black Clover - Leopold Vermillion - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CND1FZPY\", \"price\": \"$4.91\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Chainsaw Man - Himeno - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D195R9VH\", \"price\": \"$7.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Animation: Black Clover - Vanessa Enoteca - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CND28PGD\", \"price\": \"$7.61\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP Star Wars: Ahsoka - Ezra Bridger - Star Wars Ahsoka - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19L636K\", \"price\": \"$6.69\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Disney: Mickey Mouse Around The World - Lunar New Year Mickey Mouse - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Cartoon/Animation Fans\", \"asin\": \"B0D1977H4P\", \"price\": \"$7.26\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Chainsaw Man - Kishibe - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19PBTYM\", \"price\": \"$6.32\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Marvel: X-Men - Sunfire - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19XLJ21\", \"price\": \"$6.92\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Chainsaw Man - Kobeni - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19LPZJG\", \"price\": \"$7.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Large Acrylic Display Risers, Perfume Stand Organizer, Clear Acrylic Shelf Risers for Display Stands for Food, Tabletop Use, Amiibo Funko POP Figure, 3 Tier Clear Cupcake Stand Risers\", \"asin\": \"B0C6YDGQPC\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Wonder Woman 80th Anniversary White Lantern Glow-in-The-Dark Pop! Vinyl Figure - Entertainment Earth Exclusive\", \"asin\": \"B09KCPD2MH\", \"price\": \"$1.63\", \"delivery\": \"$7.16 delivery Mon, May 5 Only 9 left in stock - order soon.\"},\n {\"title\": \"Acrylic Riser,Clear Display Risers Stand Perfume Organizer Cologne Acrylic Shelves 3 Tiered Cupcake Shelf for Amiibo Funko POP Figures Food Desserts Holder Collection Cosmetic Vendor Product\", \"asin\": \"B09188S1KH\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP Plush: Harry Potter - Hagrid 4\\\", Multicolor, (57943)\", \"asin\": \"B08YKF71ZN\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Tue, May 6Or fastest delivery Apr 29 - May 2Only 9 left in stock - order soon.\"},\n {\"title\": \"POP! Animation: Black Clover - William Vangeance - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CND2H9T7\", \"price\": \"$6.03\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Movies: The Godfather Part 2- Vito Corleone - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CCBR4PHY\", \"price\": \"$7.84\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Demon Slayer - Genya - (Demon Form) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors\", \"asin\": \"B0D98V3SCV\", \"price\": \"$8.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Movies: Saltburn - Oliver - (Saltburn) Quick - Concept IP - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Drama Fans - Model Figure for Collectors\", \"asin\": \"B0CYCJK2KF\", \"price\": \"$7.11\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! TV: Ted Lasso \\u2013 Roy Kent on Bike - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CND1Z6D5\", \"price\": \"$6.49\", \"delivery\": \"FREE delivery Thu, May 1\"},\n {\"title\": \"Pop! Marvel: Eternals - Druig\", \"asin\": \"B084HZMDJS\", \"price\": \"$5.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP Marvel: Deadpool & Wolverine - Ladypool - Deadpool 3 - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors\", \"asin\": \"B0CT41T1TN\", \"delivery\": \"\"},\n {\"title\": \"Star Wars The Rise of Skywalker Jet Trooper Topper Pop! Pen\", \"asin\": \"B085F3MJC3\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Tue, May 6Or fastest delivery Apr 29 - May 2Only 2 left in stock - order soon.\"},\n {\"title\": \"Fast Push Game,4 Mode,Sensory Toys,Fast Puzzle Game,ADHD,Pop Fidget Toys for Kids Age 6-12,Birthday Gifts for Girls and Boys (Light Blue)\", \"asin\": \"B0C2MQZVWG\", \"price\": \"$7.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Marvel: Loki - Mobius - (TVA Temporal Core Suit) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0C4S52HSG\", \"price\": \"$5.53\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Sandman - Lucifer - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Horror Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CVNMKG8B\", \"price\": \"$7.48\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Star Trek Picard - Raffi Muskier - Star Trek - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CVNMNG9L\", \"price\": \"$7.44\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Samurai Jack - Mad Jack - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Cartoon/Animation Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19SCV3B\", \"price\": \"$7.56\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Movies: Planet of The Apes - John Brent - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Sci-Fi Fans\", \"asin\": \"B0D19LPHJB\", \"price\": \"$7.68\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Collectible Toy Figure - Amuck Attention 70\", \"asin\": \"B0B6G9ZH2X\", \"price\": \"$7.30\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! DC Super Heroes - Black Adam, Classic Special Edition Exclusive Multicolor Vinyl Figure #440\", \"asin\": \"B07G7DLKTQ\", \"price\": \"$6.91\", \"delivery\": \"FREE delivery Fri, May 2 for Prime members\"},\n {\"title\": \"POP! Movies: Wonka - Slugworth - Willy Wonka - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors and Display\", \"asin\": \"B0BWFT884N\", \"price\": \"$3.42\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Sandman - The Corinthian - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Horror Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CVNMDH3N\", \"price\": \"$5.53\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Funko B-MOVI-392 Dalek British Invasion Wristband\", \"asin\": \"B00J47508C\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery May 2 - 7Or fastest delivery May 1 - 6Arrives before Mother's Day\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-28T01:32:03.377Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-28T01:32:03.377Z	click	filter	rule	2025-04-28T01:32:03.377Z	train	2,552	2025-04-28T01:32:03.377Z	click	filter	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-28T01:30:16.622Z", "action": "input", "action_argument": "funko"} {"timestamp": "2025-04-28T01:30:23.218Z", "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": "funko" } ], "promotion_items": [ {"title": "Leinuosen 12 Pieces Monkey Stringy Balls Sensory Stringy Ball Soft Rainbow Pom Bouncy Stress Bags Stuffers Party Favors Birthday Gifts, Multicolor (2.75 Inch)", "asin": "B07S2RF514", "price": "$17.99", "quantity": ""}, {"title": "MagMen Magnetic Travel Toys: Stretchy, Fun, and Educational Fidget Toys for Kids and Adults Ages 3 and up 10 Opaque", "asin": "B004V1KDQK", "price": "$15.99", "quantity": ""}, {"title": "LEGO Marvel The Hulk Truck vs. Thanos - Monster Truck Building Toy for Kids 7+ - Includes Hulk & Thanos Toy Minifigures - Creative Birthday Gift Idea for Girls and Boys - 76312", "asin": "B0DJ1CSHXK", "price": "$34.95", "quantity": ""}, {"title": "EVORETRO 20 Pack - Funko Pop Protector for 4 Inch POP Figures Such as Shrek, Fallout, Spirit Halloween, Garfield, Wolverine, Deadpool, NBA, Invincible, Stackable 0.45 mm Thick PET Protective Plastic", "asin": "B09MHWXRDP", "price": "$21.95", "quantity": ""}, {"title": "PICK A TOY Stretchy Flying Ninjas 12-Pieces, Slingshot Toys for Boys & Girls, Easter Egg Filler, Karate Birthday Goodie Bags Stuffer & Ninja Party Favors Supplies", "asin": "B07DNYL2CR", "price": "$14.90", "quantity": ""}, {"title": "WQINX White and red Lightning Number Anime Cartoon Birthday Candle Cartoon Party Supplies Cake Decoration Animation Birthday Decoration Cake Candle (6)", "asin": "B0DS2SGXMM", "price": "$6.99", "quantity": ""}, {"title": "LEGO Minifigures Series 27 6 Pack - Multipack of Collectible Figures for Kids, Boys and Girls, Ages 5+ - Mystery Blind Box of 12 Possible Minifigures - Gift Idea for Birthdays or Events - 66795", "asin": "B0DJ1924PB", "price": "$29.94", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99", "quantity": ""}, {"title": "Oral-B Pro 5000 Smartseries Power Rechargeable Electric Toothbrush with Bluetooth Connectivity, Black Edition", "asin": "B07KQ47SJ4", "price": "$89.94", "quantity": ""}, {"title": "Oral-B iO Series 9 Electric Toothbrush with 3 Replacement Brush Heads, Black Onyx", "asin": "B088CK6XJ4", "price": "$219.94", "quantity": ""}, {"title": "Oral-B Pro Smart Limited Power Rechargeable Electric Toothbrush with (2) Brush Heads and Travel Case, Black", "asin": "B08KFXLZZ3", "price": "$129.99", "quantity": ""} ], "search_results": [ {"title": "Pop Animation: Bleach - Hiyori Sarugaki - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display", "asin": "B0D425JK7F", "price": "$5.65", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Marvel: Spider-Man Comics - Chasm - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans - Model Figure for Collectors", "asin": "B0D19KKY69", "price": "$7.62", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Disney: The Muppets Mayhem \u2013 Baby Animal - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Comedy Fans - Model Figure for Collectors and Display", "asin": "B0C4S2LSJK", "price": "$5.80", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Animation: One Piece - Killer - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display", "asin": "B0DBP9BNBQ", "price": "$7.50", "delivery": "FREE delivery Wed, May 28 This item will be released on May 27, 2025."}, {"title": "Pop Animation: Chainsaw Man - Samurai Sword - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display", "asin": "B0D19V5P39", "price": "$6.45", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Animation: Bleach - Gin Ichimaru - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display", "asin": "B0D426MPJQ", "price": "$7.92", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP Animation: Bleach - Uryu Ishida - 1/6 Odds for Rare Chase Variant - Bleach - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans", "asin": "B0C4RGZPCH", "price": "$7.34", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Animation: My Hero Academia (MHA) - Shishido - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display", "asin": "B0D19XLTRW", "price": "$5.86", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Bitty Ride: Teenage Mutant Ninja Turtles - Leonardo with Van - TMNT Retro/Classic - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans", "asin": "B0CQSTWCGF", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop SNL: Saturday Night Live 50th Anniversary - Mary Katherine Gallagher Super Star - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Comedy Fans", "asin": "B0CVNM777S", "price": "$7.32", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop! Bitty Town: Lord of The Rings - Frodo Baggins and The Shire", "asin": "B0CQRY92RD", "price": "$7.99", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Animation: Naruto Shippuden - Karin, Amazon Exclusive - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors", "asin": "B0D2DHLV6L", "price": "$7.80", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP Disney: Moana 2 - Matangi - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors and Display", "asin": "B0D19XMY4M", "price": "$5.02", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP Animation: HxH - Kalluto Zoldyck - Hunter X Hunter (HXH) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Model Figure for Collectors", "asin": "B0CVNNMD1K", "price": "$5.11", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Premium - Premium Protector Display Cases Pop Collectable Vinyl Figures - Durable, Crystal Clear, and Stackable Storage", "asin": "B010EIT8U0", "price": "$7.88", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! Movies: Rebel Moon - Kora - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors and Display", "asin": "B0C22LKF9B", "price": "$4.26", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop! Marvel: Spider-Man: No Way Home - MJ with Box", "asin": "B0B6GBZVXZ", "price": "$4.98", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! & Buddy: Godzilla Singular Point - Mei Kamino with Pelops II - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors", "asin": "B0BXRKJZXC", "price": "$6.95", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Animation: My Hero Academia (MHA) - Daigoro Banjo - (Black Whip) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans", "asin": "B0D19R5SNW", "price": "$6.45", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP TV: Sandman - Dream - 1/6 Odds for Rare Chase Variant - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Horror Fans - Model Figure for Collectors", "asin": "B0CVNLWRM6", "price": "$6.92", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP TV: Star Trek Picard - Jean-Luc Picard - Star Trek - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display", "asin": "B0CVNM53GJ", "price": "$7.54", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! Animation: Black Clover - Leopold Vermillion - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Model Figure for Collectors and Display", "asin": "B0CND1FZPY", "price": "$4.91", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Animation: Chainsaw Man - Himeno - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display", "asin": "B0D195R9VH", "price": "$7.74", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! Animation: Black Clover - Vanessa Enoteca - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Model Figure for Collectors and Display", "asin": "B0CND28PGD", "price": "$7.61", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP Star Wars: Ahsoka - Ezra Bridger - Star Wars Ahsoka - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display", "asin": "B0D19L636K", "price": "$6.69", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Disney: Mickey Mouse Around The World - Lunar New Year Mickey Mouse - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Cartoon/Animation Fans", "asin": "B0D1977H4P", "price": "$7.26", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Animation: Chainsaw Man - Kishibe - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display", "asin": "B0D19PBTYM", "price": "$6.32", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Marvel: X-Men - Sunfire - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans - Model Figure for Collectors and Display", "asin": "B0D19XLJ21", "price": "$6.92", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Animation: Chainsaw Man - Kobeni - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display", "asin": "B0D19LPZJG", "price": "$7.74", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Large Acrylic Display Risers, Perfume Stand Organizer, Clear Acrylic Shelf Risers for Display Stands for Food, Tabletop Use, Amiibo Funko POP Figure, 3 Tier Clear Cupcake Stand Risers", "asin": "B0C6YDGQPC", "price": "$6.99", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop! Wonder Woman 80th Anniversary White Lantern Glow-in-The-Dark Pop! Vinyl Figure - Entertainment Earth Exclusive", "asin": "B09KCPD2MH", "price": "$1.63", "delivery": "$7.16 delivery Mon, May 5 Only 9 left in stock - order soon."}, {"title": "Acrylic Riser,Clear Display Risers Stand Perfume Organizer Cologne Acrylic Shelves 3 Tiered Cupcake Shelf for Amiibo Funko POP Figures Food Desserts Holder Collection Cosmetic Vendor Product", "asin": "B09188S1KH", "price": "$7.98", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP Plush: Harry Potter - Hagrid 4\", Multicolor, (57943)", "asin": "B08YKF71ZN", "price": "$7.99", "delivery": "FREE delivery Tue, May 6Or fastest delivery Apr 29 - May 2Only 9 left in stock - order soon."}, {"title": "POP! Animation: Black Clover - William Vangeance - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Model Figure for Collectors and Display", "asin": "B0CND2H9T7", "price": "$6.03", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! Movies: The Godfather Part 2- Vito Corleone - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors and Display", "asin": "B0CCBR4PHY", "price": "$7.84", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Animation: Demon Slayer - Genya - (Demon Form) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors", "asin": "B0D98V3SCV", "price": "$8.00", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Movies: Saltburn - Oliver - (Saltburn) Quick - Concept IP - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Drama Fans - Model Figure for Collectors", "asin": "B0CYCJK2KF", "price": "$7.11", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP! TV: Ted Lasso \u2013 Roy Kent on Bike - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display", "asin": "B0CND1Z6D5", "price": "$6.49", "delivery": "FREE delivery Thu, May 1"}, {"title": "Pop! Marvel: Eternals - Druig", "asin": "B084HZMDJS", "price": "$5.98", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP Marvel: Deadpool & Wolverine - Ladypool - Deadpool 3 - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors", "asin": "B0CT41T1TN", "delivery": ""}, {"title": "Star Wars The Rise of Skywalker Jet Trooper Topper Pop! Pen", "asin": "B085F3MJC3", "price": "$7.99", "delivery": "FREE delivery Tue, May 6Or fastest delivery Apr 29 - May 2Only 2 left in stock - order soon."}, {"title": "Fast Push Game,4 Mode,Sensory Toys,Fast Puzzle Game,ADHD,Pop Fidget Toys for Kids Age 6-12,Birthday Gifts for Girls and Boys (Light Blue)", "asin": "B0C2MQZVWG", "price": "$7.99", "delivery": " Two-DayFREE delivery Tue, Apr 29"}, {"title": "POP! Marvel: Loki - Mobius - (TVA Temporal Core Suit) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display", "asin": "B0C4S52HSG", "price": "$5.53", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP TV: Sandman - Lucifer - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Horror Fans - Model Figure for Collectors and Display", "asin": "B0CVNMKG8B", "price": "$7.48", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP TV: Star Trek Picard - Raffi Muskier - Star Trek - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display", "asin": "B0CVNMNG9L", "price": "$7.44", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Animation: Samurai Jack - Mad Jack - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Cartoon/Animation Fans - Model Figure for Collectors and Display", "asin": "B0D19SCV3B", "price": "$7.56", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop Movies: Planet of The Apes - John Brent - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Sci-Fi Fans", "asin": "B0D19LPHJB", "price": "$7.68", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop! Collectible Toy Figure - Amuck Attention 70", "asin": "B0B6G9ZH2X", "price": "$7.30", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Pop! DC Super Heroes - Black Adam, Classic Special Edition Exclusive Multicolor Vinyl Figure #440", "asin": "B07G7DLKTQ", "price": "$6.91", "delivery": "FREE delivery Fri, May 2 for Prime members"}, {"title": "POP! Movies: Wonka - Slugworth - Willy Wonka - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors and Display", "asin": "B0BWFT884N", "price": "$3.42", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "POP TV: Sandman - The Corinthian - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Horror Fans - Model Figure for Collectors and Display", "asin": "B0CVNMDH3N", "price": "$5.53", "delivery": " Two-Day FREE delivery Tue, Apr 29"}, {"title": "Funko B-MOVI-392 Dalek British Invasion Wristband", "asin": "B00J47508C", "price": "$6.99", "delivery": "FREE delivery May 2 - 7Or fastest delivery May 1 - 6Arrives before Mother's Day"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-28T01:32:03.377Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "index": 2552, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-28T01:30:16.622Z\", \"action\": \"input\", \"action_argument\": \"funko\"}\n{\"timestamp\": \"2025-04-28T01:30:23.218Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"funko\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Leinuosen 12 Pieces Monkey Stringy Balls Sensory Stringy Ball Soft Rainbow Pom Bouncy Stress Bags Stuffers Party Favors Birthday Gifts, Multicolor (2.75 Inch)\", \"asin\": \"B07S2RF514\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"MagMen Magnetic Travel Toys: Stretchy, Fun, and Educational Fidget Toys for Kids and Adults Ages 3 and up 10 Opaque\", \"asin\": \"B004V1KDQK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"LEGO Marvel The Hulk Truck vs. Thanos - Monster Truck Building Toy for Kids 7+ - Includes Hulk & Thanos Toy Minifigures - Creative Birthday Gift Idea for Girls and Boys - 76312\", \"asin\": \"B0DJ1CSHXK\", \"price\": \"$34.95\", \"quantity\": \"\"},\n {\"title\": \"EVORETRO 20 Pack - Funko Pop Protector for 4 Inch POP Figures Such as Shrek, Fallout, Spirit Halloween, Garfield, Wolverine, Deadpool, NBA, Invincible, Stackable 0.45 mm Thick PET Protective Plastic\", \"asin\": \"B09MHWXRDP\", \"price\": \"$21.95\", \"quantity\": \"\"},\n {\"title\": \"PICK A TOY Stretchy Flying Ninjas 12-Pieces, Slingshot Toys for Boys & Girls, Easter Egg Filler, Karate Birthday Goodie Bags Stuffer & Ninja Party Favors Supplies\", \"asin\": \"B07DNYL2CR\", \"price\": \"$14.90\", \"quantity\": \"\"},\n {\"title\": \"WQINX White and red Lightning Number Anime Cartoon Birthday Candle Cartoon Party Supplies Cake Decoration Animation Birthday Decoration Cake Candle (6)\", \"asin\": \"B0DS2SGXMM\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"LEGO Minifigures Series 27 6 Pack - Multipack of Collectible Figures for Kids, Boys and Girls, Ages 5+ - Mystery Blind Box of 12 Possible Minifigures - Gift Idea for Birthdays or Events - 66795\", \"asin\": \"B0DJ1924PB\", \"price\": \"$29.94\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B Pro 5000 Smartseries Power Rechargeable Electric Toothbrush with Bluetooth Connectivity, Black Edition\", \"asin\": \"B07KQ47SJ4\", \"price\": \"$89.94\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 9 Electric Toothbrush with 3 Replacement Brush Heads, Black Onyx\", \"asin\": \"B088CK6XJ4\", \"price\": \"$219.94\", \"quantity\": \"\"},\n {\"title\": \"Oral-B Pro Smart Limited Power Rechargeable Electric Toothbrush with (2) Brush Heads and Travel Case, Black\", \"asin\": \"B08KFXLZZ3\", \"price\": \"$129.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Pop Animation: Bleach - Hiyori Sarugaki - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D425JK7F\", \"price\": \"$5.65\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Marvel: Spider-Man Comics - Chasm - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans - Model Figure for Collectors\", \"asin\": \"B0D19KKY69\", \"price\": \"$7.62\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Disney: The Muppets Mayhem \\u2013 Baby Animal - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Comedy Fans - Model Figure for Collectors and Display\", \"asin\": \"B0C4S2LSJK\", \"price\": \"$5.80\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: One Piece - Killer - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0DBP9BNBQ\", \"price\": \"$7.50\", \"delivery\": \"FREE delivery Wed, May 28 This item will be released on May 27, 2025.\"},\n {\"title\": \"Pop Animation: Chainsaw Man - Samurai Sword - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19V5P39\", \"price\": \"$6.45\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Bleach - Gin Ichimaru - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D426MPJQ\", \"price\": \"$7.92\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP Animation: Bleach - Uryu Ishida - 1/6 Odds for Rare Chase Variant - Bleach - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans\", \"asin\": \"B0C4RGZPCH\", \"price\": \"$7.34\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: My Hero Academia (MHA) - Shishido - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19XLTRW\", \"price\": \"$5.86\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Bitty Ride: Teenage Mutant Ninja Turtles - Leonardo with Van - TMNT Retro/Classic - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans\", \"asin\": \"B0CQSTWCGF\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop SNL: Saturday Night Live 50th Anniversary - Mary Katherine Gallagher Super Star - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Comedy Fans\", \"asin\": \"B0CVNM777S\", \"price\": \"$7.32\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Bitty Town: Lord of The Rings - Frodo Baggins and The Shire\", \"asin\": \"B0CQRY92RD\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Naruto Shippuden - Karin, Amazon Exclusive - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors\", \"asin\": \"B0D2DHLV6L\", \"price\": \"$7.80\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP Disney: Moana 2 - Matangi - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19XMY4M\", \"price\": \"$5.02\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP Animation: HxH - Kalluto Zoldyck - Hunter X Hunter (HXH) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Model Figure for Collectors\", \"asin\": \"B0CVNNMD1K\", \"price\": \"$5.11\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Premium - Premium Protector Display Cases Pop Collectable Vinyl Figures - Durable, Crystal Clear, and Stackable Storage\", \"asin\": \"B010EIT8U0\", \"price\": \"$7.88\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Movies: Rebel Moon - Kora - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors and Display\", \"asin\": \"B0C22LKF9B\", \"price\": \"$4.26\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Marvel: Spider-Man: No Way Home - MJ with Box\", \"asin\": \"B0B6GBZVXZ\", \"price\": \"$4.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! & Buddy: Godzilla Singular Point - Mei Kamino with Pelops II - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors\", \"asin\": \"B0BXRKJZXC\", \"price\": \"$6.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: My Hero Academia (MHA) - Daigoro Banjo - (Black Whip) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans\", \"asin\": \"B0D19R5SNW\", \"price\": \"$6.45\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Sandman - Dream - 1/6 Odds for Rare Chase Variant - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Horror Fans - Model Figure for Collectors\", \"asin\": \"B0CVNLWRM6\", \"price\": \"$6.92\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Star Trek Picard - Jean-Luc Picard - Star Trek - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CVNM53GJ\", \"price\": \"$7.54\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Animation: Black Clover - Leopold Vermillion - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CND1FZPY\", \"price\": \"$4.91\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Chainsaw Man - Himeno - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D195R9VH\", \"price\": \"$7.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Animation: Black Clover - Vanessa Enoteca - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CND28PGD\", \"price\": \"$7.61\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP Star Wars: Ahsoka - Ezra Bridger - Star Wars Ahsoka - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19L636K\", \"price\": \"$6.69\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Disney: Mickey Mouse Around The World - Lunar New Year Mickey Mouse - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Cartoon/Animation Fans\", \"asin\": \"B0D1977H4P\", \"price\": \"$7.26\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Chainsaw Man - Kishibe - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19PBTYM\", \"price\": \"$6.32\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Marvel: X-Men - Sunfire - Marvel Comics - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Superheroes Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19XLJ21\", \"price\": \"$6.92\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Chainsaw Man - Kobeni - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19LPZJG\", \"price\": \"$7.74\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Large Acrylic Display Risers, Perfume Stand Organizer, Clear Acrylic Shelf Risers for Display Stands for Food, Tabletop Use, Amiibo Funko POP Figure, 3 Tier Clear Cupcake Stand Risers\", \"asin\": \"B0C6YDGQPC\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Wonder Woman 80th Anniversary White Lantern Glow-in-The-Dark Pop! Vinyl Figure - Entertainment Earth Exclusive\", \"asin\": \"B09KCPD2MH\", \"price\": \"$1.63\", \"delivery\": \"$7.16 delivery Mon, May 5 Only 9 left in stock - order soon.\"},\n {\"title\": \"Acrylic Riser,Clear Display Risers Stand Perfume Organizer Cologne Acrylic Shelves 3 Tiered Cupcake Shelf for Amiibo Funko POP Figures Food Desserts Holder Collection Cosmetic Vendor Product\", \"asin\": \"B09188S1KH\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP Plush: Harry Potter - Hagrid 4\\\", Multicolor, (57943)\", \"asin\": \"B08YKF71ZN\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Tue, May 6Or fastest delivery Apr 29 - May 2Only 9 left in stock - order soon.\"},\n {\"title\": \"POP! Animation: Black Clover - William Vangeance - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Anime Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CND2H9T7\", \"price\": \"$6.03\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Movies: The Godfather Part 2- Vito Corleone - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CCBR4PHY\", \"price\": \"$7.84\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Demon Slayer - Genya - (Demon Form) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Anime Fans - Model Figure for Collectors\", \"asin\": \"B0D98V3SCV\", \"price\": \"$8.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Movies: Saltburn - Oliver - (Saltburn) Quick - Concept IP - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Drama Fans - Model Figure for Collectors\", \"asin\": \"B0CYCJK2KF\", \"price\": \"$7.11\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! TV: Ted Lasso \\u2013 Roy Kent on Bike - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CND1Z6D5\", \"price\": \"$6.49\", \"delivery\": \"FREE delivery Thu, May 1\"},\n {\"title\": \"Pop! Marvel: Eternals - Druig\", \"asin\": \"B084HZMDJS\", \"price\": \"$5.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP Marvel: Deadpool & Wolverine - Ladypool - Deadpool 3 - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors\", \"asin\": \"B0CT41T1TN\", \"delivery\": \"\"},\n {\"title\": \"Star Wars The Rise of Skywalker Jet Trooper Topper Pop! Pen\", \"asin\": \"B085F3MJC3\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Tue, May 6Or fastest delivery Apr 29 - May 2Only 2 left in stock - order soon.\"},\n {\"title\": \"Fast Push Game,4 Mode,Sensory Toys,Fast Puzzle Game,ADHD,Pop Fidget Toys for Kids Age 6-12,Birthday Gifts for Girls and Boys (Light Blue)\", \"asin\": \"B0C2MQZVWG\", \"price\": \"$7.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 29\"},\n {\"title\": \"POP! Marvel: Loki - Mobius - (TVA Temporal Core Suit) - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0C4S52HSG\", \"price\": \"$5.53\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Sandman - Lucifer - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Horror Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CVNMKG8B\", \"price\": \"$7.48\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Star Trek Picard - Raffi Muskier - Star Trek - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CVNMNG9L\", \"price\": \"$7.44\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Animation: Samurai Jack - Mad Jack - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Cartoon/Animation Fans - Model Figure for Collectors and Display\", \"asin\": \"B0D19SCV3B\", \"price\": \"$7.56\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop Movies: Planet of The Apes - John Brent - Collectable Vinyl Figure - Gift Idea - Official Merchandise - Toys for Kids & Adults - Sci-Fi Fans\", \"asin\": \"B0D19LPHJB\", \"price\": \"$7.68\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! Collectible Toy Figure - Amuck Attention 70\", \"asin\": \"B0B6G9ZH2X\", \"price\": \"$7.30\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Pop! DC Super Heroes - Black Adam, Classic Special Edition Exclusive Multicolor Vinyl Figure #440\", \"asin\": \"B07G7DLKTQ\", \"price\": \"$6.91\", \"delivery\": \"FREE delivery Fri, May 2 for Prime members\"},\n {\"title\": \"POP! Movies: Wonka - Slugworth - Willy Wonka - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Movies Fans - Model Figure for Collectors and Display\", \"asin\": \"B0BWFT884N\", \"price\": \"$3.42\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"POP TV: Sandman - The Corinthian - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - Horror Fans - Model Figure for Collectors and Display\", \"asin\": \"B0CVNMDH3N\", \"price\": \"$5.53\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 29\"},\n {\"title\": \"Funko B-MOVI-392 Dalek British Invasion Wristband\", \"asin\": \"B00J47508C\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery May 2 - 7Or fastest delivery May 1 - 6Arrives before Mother's Day\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-28T01:32:03.377Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-30T14:19:56.852Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-30T14:19:56.852Z	input	polaroid go case	rule	2025-04-30T14:19:56.852Z	train	2,553	2025-04-30T14:19:56.852Z	input	polaroid go case	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-30T14:19:56.852Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>polaroid go case</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>polaroid go case</answer_argument>", "index": 2553, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-30T14:19:56.852Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-30T14:19:56.852Z\", \"action\": \"input\", \"action_argument\": \"polaroid go case\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"polaroid go case\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey) \", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black) \", \"asin\": \"B09731BWHQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - Black \", \"asin\": \"B0CLD2WH8C\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only) \", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Black) \", \"asin\": \"B0DG8JKVKY\", \"price\": \"$12.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Go Camera Bag\", \"asin\": \"B09DRGCC13\", \"price\": \"$26.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black)\", \"asin\": \"B09731BWHQ\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)\", \"asin\": \"B0DG8JX2TD\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Carrying Case for Polaroid Go Generation 2 / Polaroid Go Mini Instant Camera, Polaroid Go Gen 2 Camera Travel Storage Bag With Extra Space for Photo Films, Charging Cables, Blue\", \"asin\": \"B0D6V976CM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Case Album for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag\\uff08Black\\uff09\", \"asin\": \"B09WR8S1S7\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)\", \"asin\": \"B07KXR4ZPW\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White\", \"asin\": \"B0D4Z57MCV\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1Only 8 left in stock - order soon.\"},\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.\", \"asin\": \"B09Y1ZSGFR\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Go Color Film - Double Pack (16 Photos) (6017) - Only Compatible with Polaroid Go Camera\", \"asin\": \"B096MJ9LYK\", \"price\": \"$19.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Box Camera Bag, Black\", \"asin\": \"B08DDGP6HW\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White\", \"asin\": \"B0D4Z57MCV\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1 Only 8 left in stock - order soon.\"},\n {\"title\": \"Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)\", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Hard Portable Case Compatible with Polaroid Go Instant Mini Camera (9035), Case Only\", \"asin\": \"B09QFQJSDR\", \"price\": \"$11.63\", \"delivery\": \" Two-Day FREE delivery Fri, May 2 Only 1 left in stock - order soon.\"},\n {\"title\": \"polaroid go case Compatible with Polaroid Go Generation 2 - Mini Instant Camera,Travel Storage Bag for Polaroid Go Camera and Film Accessories\\uff08Black\\uff09(Case Only)\", \"asin\": \"B0D99SFRHV\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)\", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"delivery\": \" Two-DayFREE delivery Fri, May 2\"},\n {\"title\": \"Camera case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag \\uff08Gradient\\uff09\", \"asin\": \"B09WR9LJ52\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Go Pocket Photo Album - Black - For Polaroid Go Format Photos - Displays 36 Go Photos (6164)\", \"asin\": \"B09FLHPXZS\", \"price\": \"$14.00\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)\", \"asin\": \"B0DG8JX2TD\", \"price\": \"$9.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1\"},\n {\"title\": \"YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)\", \"asin\": \"B07KXR4ZPW\", \"price\": \"$11.99\", \"delivery\": \" Two-DayFREE delivery Fri, May 2\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-30T14:20:06.621Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-30T14:20:06.621Z	click_product	B09DRGCC13	rule	2025-04-30T14:20:06.621Z	train	2,554	2025-04-30T14:20:06.621Z	click_product	B09DRGCC13	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-30T14:19:56.852Z", "action": "input", "action_argument": "polaroid go case"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "polaroid go case" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "promotion_items": [ {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey) ", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": ""}, {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black) ", "asin": "B09731BWHQ", "price": "$16.99", "quantity": ""}, {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - Black ", "asin": "B0CLD2WH8C", "price": "$14.99", "quantity": ""}, {"title": "ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only) ", "asin": "B0CDLR5NBH", "price": "$13.99", "quantity": ""}, {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Black) ", "asin": "B0DG8JKVKY", "price": "$12.99", "quantity": ""} ], "search_results": [ {"title": "Go Camera Bag", "asin": "B09DRGCC13", "price": "$26.87", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black)", "asin": "B09731BWHQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)", "asin": "B0DG8JX2TD", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Carrying Case for Polaroid Go Generation 2 / Polaroid Go Mini Instant Camera, Polaroid Go Gen 2 Camera Travel Storage Bag With Extra Space for Photo Films, Charging Cables, Blue", "asin": "B0D6V976CM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Case Album for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag\uff08Black\uff09", "asin": "B09WR8S1S7", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)", "asin": "B07KXR4ZPW", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White", "asin": "B0D4Z57MCV", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, May 1Only 8 left in stock - order soon."}, {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.", "asin": "B09Y1ZSGFR", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Go Color Film - Double Pack (16 Photos) (6017) - Only Compatible with Polaroid Go Camera", "asin": "B096MJ9LYK", "price": "$19.77", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Box Camera Bag, Black", "asin": "B08DDGP6HW", "price": "$32.95", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "delivery": " One-DayFREE delivery Tomorrow, May 1"}, {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White", "asin": "B0D4Z57MCV", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 1 Only 8 left in stock - order soon."}, {"title": "Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)", "asin": "B0CDLR5NBH", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Hard Portable Case Compatible with Polaroid Go Instant Mini Camera (9035), Case Only", "asin": "B09QFQJSDR", "price": "$11.63", "delivery": " Two-Day FREE delivery Fri, May 2 Only 1 left in stock - order soon."}, {"title": "polaroid go case Compatible with Polaroid Go Generation 2 - Mini Instant Camera,Travel Storage Bag for Polaroid Go Camera and Film Accessories\uff08Black\uff09(Case Only)", "asin": "B0D99SFRHV", "price": "$14.98", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)", "asin": "B0CDLR5NBH", "price": "$13.99", "delivery": " Two-DayFREE delivery Fri, May 2"}, {"title": "Camera case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag \uff08Gradient\uff09", "asin": "B09WR9LJ52", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Go Pocket Photo Album - Black - For Polaroid Go Format Photos - Displays 36 Go Photos (6164)", "asin": "B09FLHPXZS", "price": "$14.00", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)", "asin": "B0DG8JX2TD", "price": "$9.99", "delivery": " One-DayFREE delivery Tomorrow, May 1"}, {"title": "YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)", "asin": "B07KXR4ZPW", "price": "$11.99", "delivery": " Two-DayFREE delivery Fri, May 2"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-30T14:20:06.621Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B09DRGCC13</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click_product</answer_action><answer_argument>B09DRGCC13</answer_argument>", "index": 2554, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-30T14:19:56.852Z\", \"action\": \"input\", \"action_argument\": \"polaroid go case\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"polaroid go case\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey) \", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black) \", \"asin\": \"B09731BWHQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - Black \", \"asin\": \"B0CLD2WH8C\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only) \", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Black) \", \"asin\": \"B0DG8JKVKY\", \"price\": \"$12.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Go Camera Bag\", \"asin\": \"B09DRGCC13\", \"price\": \"$26.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black)\", \"asin\": \"B09731BWHQ\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)\", \"asin\": \"B0DG8JX2TD\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Carrying Case for Polaroid Go Generation 2 / Polaroid Go Mini Instant Camera, Polaroid Go Gen 2 Camera Travel Storage Bag With Extra Space for Photo Films, Charging Cables, Blue\", \"asin\": \"B0D6V976CM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Case Album for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag\\uff08Black\\uff09\", \"asin\": \"B09WR8S1S7\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)\", \"asin\": \"B07KXR4ZPW\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White\", \"asin\": \"B0D4Z57MCV\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1Only 8 left in stock - order soon.\"},\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.\", \"asin\": \"B09Y1ZSGFR\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Go Color Film - Double Pack (16 Photos) (6017) - Only Compatible with Polaroid Go Camera\", \"asin\": \"B096MJ9LYK\", \"price\": \"$19.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Box Camera Bag, Black\", \"asin\": \"B08DDGP6HW\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White\", \"asin\": \"B0D4Z57MCV\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1 Only 8 left in stock - order soon.\"},\n {\"title\": \"Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)\", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Hard Portable Case Compatible with Polaroid Go Instant Mini Camera (9035), Case Only\", \"asin\": \"B09QFQJSDR\", \"price\": \"$11.63\", \"delivery\": \" Two-Day FREE delivery Fri, May 2 Only 1 left in stock - order soon.\"},\n {\"title\": \"polaroid go case Compatible with Polaroid Go Generation 2 - Mini Instant Camera,Travel Storage Bag for Polaroid Go Camera and Film Accessories\\uff08Black\\uff09(Case Only)\", \"asin\": \"B0D99SFRHV\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)\", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"delivery\": \" Two-DayFREE delivery Fri, May 2\"},\n {\"title\": \"Camera case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag \\uff08Gradient\\uff09\", \"asin\": \"B09WR9LJ52\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Go Pocket Photo Album - Black - For Polaroid Go Format Photos - Displays 36 Go Photos (6164)\", \"asin\": \"B09FLHPXZS\", \"price\": \"$14.00\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)\", \"asin\": \"B0DG8JX2TD\", \"price\": \"$9.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1\"},\n {\"title\": \"YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)\", \"asin\": \"B07KXR4ZPW\", \"price\": \"$11.99\", \"delivery\": \" Two-DayFREE delivery Fri, May 2\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-30T14:20:06.621Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-30T14:19:56.852Z\", \"action\": \"input\", \"action_argument\": \"polaroid go case\"}\n{\"timestamp\": \"2025-04-30T14:20:06.621Z\", \"action\": \"click_product\", \"action_argument\": \"B09DRGCC13\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"polaroid go case\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey) \", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black) \", \"asin\": \"B09731BWHQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - Black \", \"asin\": \"B0CLD2WH8C\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only) \", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Black) \", \"asin\": \"B0DG8JKVKY\", \"price\": \"$12.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Go Camera Bag\", \"asin\": \"B09DRGCC13\", \"price\": \"$26.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black)\", \"asin\": \"B09731BWHQ\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)\", \"asin\": \"B0DG8JX2TD\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Carrying Case for Polaroid Go Generation 2 / Polaroid Go Mini Instant Camera, Polaroid Go Gen 2 Camera Travel Storage Bag With Extra Space for Photo Films, Charging Cables, Blue\", \"asin\": \"B0D6V976CM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Case Album for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag\\uff08Black\\uff09\", \"asin\": \"B09WR8S1S7\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)\", \"asin\": \"B07KXR4ZPW\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White\", \"asin\": \"B0D4Z57MCV\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1Only 8 left in stock - order soon.\"},\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.\", \"asin\": \"B09Y1ZSGFR\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Go Color Film - Double Pack (16 Photos) (6017) - Only Compatible with Polaroid Go Camera\", \"asin\": \"B096MJ9LYK\", \"price\": \"$19.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Box Camera Bag, Black\", \"asin\": \"B08DDGP6HW\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White\", \"asin\": \"B0D4Z57MCV\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1 Only 8 left in stock - order soon.\"},\n {\"title\": \"Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)\", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Hard Portable Case Compatible with Polaroid Go Instant Mini Camera (9035), Case Only\", \"asin\": \"B09QFQJSDR\", \"price\": \"$11.63\", \"delivery\": \" Two-Day FREE delivery Fri, May 2 Only 1 left in stock - order soon.\"},\n {\"title\": \"polaroid go case Compatible with Polaroid Go Generation 2 - Mini Instant Camera,Travel Storage Bag for Polaroid Go Camera and Film Accessories\\uff08Black\\uff09(Case Only)\", \"asin\": \"B0D99SFRHV\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)\", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"delivery\": \" Two-DayFREE delivery Fri, May 2\"},\n {\"title\": \"Camera case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag \\uff08Gradient\\uff09\", \"asin\": \"B09WR9LJ52\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Go Pocket Photo Album - Black - For Polaroid Go Format Photos - Displays 36 Go Photos (6164)\", \"asin\": \"B09FLHPXZS\", \"price\": \"$14.00\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)\", \"asin\": \"B0DG8JX2TD\", \"price\": \"$9.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1\"},\n {\"title\": \"YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)\", \"asin\": \"B07KXR4ZPW\", \"price\": \"$11.99\", \"delivery\": \" Two-DayFREE delivery Fri, May 2\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-30T14:20:49.349Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-30T14:20:49.349Z	click_product	B09GM4GFWV	rule	2025-04-30T14:20:49.349Z	train	2,555	2025-04-30T14:20:49.349Z	click_product	B09GM4GFWV	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-30T14:19:56.852Z", "action": "input", "action_argument": "polaroid go case"} {"timestamp": "2025-04-30T14:20:06.621Z", "action": "click_product", "action_argument": "B09DRGCC13"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "polaroid go case" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "promotion_items": [ {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey) ", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": ""}, {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black) ", "asin": "B09731BWHQ", "price": "$16.99", "quantity": ""}, {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - Black ", "asin": "B0CLD2WH8C", "price": "$14.99", "quantity": ""}, {"title": "ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only) ", "asin": "B0CDLR5NBH", "price": "$13.99", "quantity": ""}, {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Black) ", "asin": "B0DG8JKVKY", "price": "$12.99", "quantity": ""} ], "search_results": [ {"title": "Go Camera Bag", "asin": "B09DRGCC13", "price": "$26.87", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black)", "asin": "B09731BWHQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)", "asin": "B0DG8JX2TD", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Carrying Case for Polaroid Go Generation 2 / Polaroid Go Mini Instant Camera, Polaroid Go Gen 2 Camera Travel Storage Bag With Extra Space for Photo Films, Charging Cables, Blue", "asin": "B0D6V976CM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Case Album for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag\uff08Black\uff09", "asin": "B09WR8S1S7", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)", "asin": "B07KXR4ZPW", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White", "asin": "B0D4Z57MCV", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, May 1Only 8 left in stock - order soon."}, {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.", "asin": "B09Y1ZSGFR", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Go Color Film - Double Pack (16 Photos) (6017) - Only Compatible with Polaroid Go Camera", "asin": "B096MJ9LYK", "price": "$19.77", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Box Camera Bag, Black", "asin": "B08DDGP6HW", "price": "$32.95", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "delivery": " One-DayFREE delivery Tomorrow, May 1"}, {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White", "asin": "B0D4Z57MCV", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 1 Only 8 left in stock - order soon."}, {"title": "Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)", "asin": "B0CDLR5NBH", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Hard Portable Case Compatible with Polaroid Go Instant Mini Camera (9035), Case Only", "asin": "B09QFQJSDR", "price": "$11.63", "delivery": " Two-Day FREE delivery Fri, May 2 Only 1 left in stock - order soon."}, {"title": "polaroid go case Compatible with Polaroid Go Generation 2 - Mini Instant Camera,Travel Storage Bag for Polaroid Go Camera and Film Accessories\uff08Black\uff09(Case Only)", "asin": "B0D99SFRHV", "price": "$14.98", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)", "asin": "B0CDLR5NBH", "price": "$13.99", "delivery": " Two-DayFREE delivery Fri, May 2"}, {"title": "Camera case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag \uff08Gradient\uff09", "asin": "B09WR9LJ52", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Go Pocket Photo Album - Black - For Polaroid Go Format Photos - Displays 36 Go Photos (6164)", "asin": "B09FLHPXZS", "price": "$14.00", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)", "asin": "B0DG8JX2TD", "price": "$9.99", "delivery": " One-DayFREE delivery Tomorrow, May 1"}, {"title": "YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)", "asin": "B07KXR4ZPW", "price": "$11.99", "delivery": " Two-DayFREE delivery Fri, May 2"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-30T14:20:49.349Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B09GM4GFWV</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click_product</answer_action><answer_argument>B09GM4GFWV</answer_argument>", "index": 2555, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-30T14:19:56.852Z\", \"action\": \"input\", \"action_argument\": \"polaroid go case\"}\n{\"timestamp\": \"2025-04-30T14:20:06.621Z\", \"action\": \"click_product\", \"action_argument\": \"B09DRGCC13\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"polaroid go case\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey) \", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black) \", \"asin\": \"B09731BWHQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - Black \", \"asin\": \"B0CLD2WH8C\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only) \", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Black) \", \"asin\": \"B0DG8JKVKY\", \"price\": \"$12.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Go Camera Bag\", \"asin\": \"B09DRGCC13\", \"price\": \"$26.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black)\", \"asin\": \"B09731BWHQ\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)\", \"asin\": \"B0DG8JX2TD\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Carrying Case for Polaroid Go Generation 2 / Polaroid Go Mini Instant Camera, Polaroid Go Gen 2 Camera Travel Storage Bag With Extra Space for Photo Films, Charging Cables, Blue\", \"asin\": \"B0D6V976CM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Case Album for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag\\uff08Black\\uff09\", \"asin\": \"B09WR8S1S7\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)\", \"asin\": \"B07KXR4ZPW\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White\", \"asin\": \"B0D4Z57MCV\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1Only 8 left in stock - order soon.\"},\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.\", \"asin\": \"B09Y1ZSGFR\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Go Color Film - Double Pack (16 Photos) (6017) - Only Compatible with Polaroid Go Camera\", \"asin\": \"B096MJ9LYK\", \"price\": \"$19.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Box Camera Bag, Black\", \"asin\": \"B08DDGP6HW\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White\", \"asin\": \"B0D4Z57MCV\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1 Only 8 left in stock - order soon.\"},\n {\"title\": \"Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)\", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Hard Portable Case Compatible with Polaroid Go Instant Mini Camera (9035), Case Only\", \"asin\": \"B09QFQJSDR\", \"price\": \"$11.63\", \"delivery\": \" Two-Day FREE delivery Fri, May 2 Only 1 left in stock - order soon.\"},\n {\"title\": \"polaroid go case Compatible with Polaroid Go Generation 2 - Mini Instant Camera,Travel Storage Bag for Polaroid Go Camera and Film Accessories\\uff08Black\\uff09(Case Only)\", \"asin\": \"B0D99SFRHV\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)\", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"delivery\": \" Two-DayFREE delivery Fri, May 2\"},\n {\"title\": \"Camera case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag \\uff08Gradient\\uff09\", \"asin\": \"B09WR9LJ52\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Go Pocket Photo Album - Black - For Polaroid Go Format Photos - Displays 36 Go Photos (6164)\", \"asin\": \"B09FLHPXZS\", \"price\": \"$14.00\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)\", \"asin\": \"B0DG8JX2TD\", \"price\": \"$9.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1\"},\n {\"title\": \"YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)\", \"asin\": \"B07KXR4ZPW\", \"price\": \"$11.99\", \"delivery\": \" Two-DayFREE delivery Fri, May 2\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-30T14:20:49.349Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-30T14:19:56.852Z\", \"action\": \"input\", \"action_argument\": \"polaroid go case\"}\n{\"timestamp\": \"2025-04-30T14:20:06.621Z\", \"action\": \"click_product\", \"action_argument\": \"B09DRGCC13\"}\n{\"timestamp\": \"2025-04-30T14:20:49.349Z\", \"action\": \"click_product\", \"action_argument\": \"B09GM4GFWV\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"polaroid go case\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09GM4GFWV\"\n},\n {\n \"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\"\n},\n {\n \"price\": \"$16.14\"\n},\n {\n \"bullet_list\": \"\\u3010Only Case\\u3011This case is specially designed for Polaroid Go Instant Mini Camera, Perfectly carry and store your Polaroid GO Camera and Film, USB cable and photo accessories. \\u3010Ultra Protection\\u3011Fix your device and accessories well, hard shell can effectively absorb impacts and reduce damages caused by accidentally bumping, keep your device scratch-free when you store and carry your device. \\u3010Storage\\u3011Replacement for Polaroid Go instant Camera, built-in mesh bags for holding different accessories, the case features two internal mesh pockets to separately store your films and USB cable. With one hand strap, you can take your Go camera and accessories anywhere, very easy to carrying the device during travelling, give you better printing experience and feel. \\u3010High Quality\\u3011Made of high-quality EVA, case with strong zipper and hand strap. \\u3010Case Only\\u3011Package only includes 1* hard case (the device and accessories are not included), hard case will be a great replacement to protect your camera and store the accessories\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for ...\", \"asin\": \"B0DG8JX2TD\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Po...\", \"asin\": \"B0D4Z57MCV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Ca...\", \"asin\": \"B09731BWHQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"khanka Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.\", \"asin\": \"B094HX3CVJ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)\", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Yinke Case for Polaroid Originals Now+/ Onestep 2 VF/Now I-Type/OneStep+ Instant Ca...\", \"asin\": \"B08D765RJ8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"FINTIE Camera Bag Compatible with Polaroid Now+ Generation 3rd/2nd/1st I-Type, Polaroid Flip, OneStep 2 VF, I-2 Instant Film Camera Travel Shoulder Case with Adjustable Strap Accessories\", \"asin\": \"B08PYLK3Y8\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for ...\", \"asin\": \"B0DG8JKVKY\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Po...\", \"asin\": \"B0CLD2WH8C\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"khanka Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.\", \"asin\": \"B0B58C5RRX\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)\", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Ca...\", \"asin\": \"B09731BWHQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Yinke Case for Polaroid Originals Now+/ Onestep 2 VF/Now I-Type/OneStep+ Instant Ca...\", \"asin\": \"B08D765RJ8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"FINTIE Camera Bag Compatible with Polaroid Now+ Generation 3rd/2nd/1st I-Type, Polaroid Flip, OneStep 2 VF, I-2 Instant Film Camera Travel Shoulder Case with Adjustable Strap Accessories\", \"asin\": \"B08PYLK3Y8\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-30T14:20:53.395Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-30T14:20:53.395Z	click	product_option	rule	2025-04-30T14:20:53.395Z	train	2,556	2025-04-30T14:20:53.395Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-30T14:19:56.852Z", "action": "input", "action_argument": "polaroid go case"} {"timestamp": "2025-04-30T14:20:06.621Z", "action": "click_product", "action_argument": "B09DRGCC13"} {"timestamp": "2025-04-30T14:20:49.349Z", "action": "click_product", "action_argument": "B09GM4GFWV"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "polaroid go case" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B09GM4GFWV" }, { "title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)" }, { "price": "$16.14" }, { "bullet_list": "\u3010Only Case\u3011This case is specially designed for Polaroid Go Instant Mini Camera, Perfectly carry and store your Polaroid GO Camera and Film, USB cable and photo accessories. \u3010Ultra Protection\u3011Fix your device and accessories well, hard shell can effectively absorb impacts and reduce damages caused by accidentally bumping, keep your device scratch-free when you store and carry your device. \u3010Storage\u3011Replacement for Polaroid Go instant Camera, built-in mesh bags for holding different accessories, the case features two internal mesh pockets to separately store your films and USB cable. With one hand strap, you can take your Go camera and accessories anywhere, very easy to carrying the device during travelling, give you better printing experience and feel. \u3010High Quality\u3011Made of high-quality EVA, case with strong zipper and hand strap. \u3010Case Only\u3011Package only includes 1* hard case (the device and accessories are not included), hard case will be a great replacement to protect your camera and store the accessories" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Color": "Grey" } ], "promotion_items": [ {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for ...", "asin": "B0DG8JX2TD", "price": "$9.99", "quantity": ""}, {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Po...", "asin": "B0D4Z57MCV", "price": "$14.99", "quantity": ""}, {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Ca...", "asin": "B09731BWHQ", "price": "$16.99", "quantity": ""}, {"title": "khanka Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.", "asin": "B094HX3CVJ", "price": "$18.99", "quantity": ""}, {"title": "ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)", "asin": "B0CDLR5NBH", "price": "$13.99", "quantity": ""}, {"title": "Yinke Case for Polaroid Originals Now+/ Onestep 2 VF/Now I-Type/OneStep+ Instant Ca...", "asin": "B08D765RJ8", "price": "$17.99", "quantity": ""}, {"title": "FINTIE Camera Bag Compatible with Polaroid Now+ Generation 3rd/2nd/1st I-Type, Polaroid Flip, OneStep 2 VF, I-2 Instant Film Camera Travel Shoulder Case with Adjustable Strap Accessories", "asin": "B08PYLK3Y8", "price": "$23.99", "quantity": ""}, {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for ...", "asin": "B0DG8JKVKY", "price": "$12.99", "quantity": ""}, {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Po...", "asin": "B0CLD2WH8C", "price": "$14.99", "quantity": ""}, {"title": "khanka Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.", "asin": "B0B58C5RRX", "price": "$17.99", "quantity": ""}, {"title": "ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)", "asin": "B0CDLR5NBH", "price": "$13.99", "quantity": ""}, {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Ca...", "asin": "B09731BWHQ", "price": "$16.99", "quantity": ""}, {"title": "Yinke Case for Polaroid Originals Now+/ Onestep 2 VF/Now I-Type/OneStep+ Instant Ca...", "asin": "B08D765RJ8", "price": "$17.99", "quantity": ""}, {"title": "FINTIE Camera Bag Compatible with Polaroid Now+ Generation 3rd/2nd/1st I-Type, Polaroid Flip, OneStep 2 VF, I-2 Instant Film Camera Travel Shoulder Case with Adjustable Strap Accessories", "asin": "B08PYLK3Y8", "price": "$23.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-30T14:20:53.395Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2556, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-30T14:19:56.852Z\", \"action\": \"input\", \"action_argument\": \"polaroid go case\"}\n{\"timestamp\": \"2025-04-30T14:20:06.621Z\", \"action\": \"click_product\", \"action_argument\": \"B09DRGCC13\"}\n{\"timestamp\": \"2025-04-30T14:20:49.349Z\", \"action\": \"click_product\", \"action_argument\": \"B09GM4GFWV\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"polaroid go case\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09GM4GFWV\"\n},\n {\n \"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\"\n},\n {\n \"price\": \"$16.14\"\n},\n {\n \"bullet_list\": \"\\u3010Only Case\\u3011This case is specially designed for Polaroid Go Instant Mini Camera, Perfectly carry and store your Polaroid GO Camera and Film, USB cable and photo accessories. \\u3010Ultra Protection\\u3011Fix your device and accessories well, hard shell can effectively absorb impacts and reduce damages caused by accidentally bumping, keep your device scratch-free when you store and carry your device. \\u3010Storage\\u3011Replacement for Polaroid Go instant Camera, built-in mesh bags for holding different accessories, the case features two internal mesh pockets to separately store your films and USB cable. With one hand strap, you can take your Go camera and accessories anywhere, very easy to carrying the device during travelling, give you better printing experience and feel. \\u3010High Quality\\u3011Made of high-quality EVA, case with strong zipper and hand strap. \\u3010Case Only\\u3011Package only includes 1* hard case (the device and accessories are not included), hard case will be a great replacement to protect your camera and store the accessories\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for ...\", \"asin\": \"B0DG8JX2TD\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Po...\", \"asin\": \"B0D4Z57MCV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Ca...\", \"asin\": \"B09731BWHQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"khanka Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.\", \"asin\": \"B094HX3CVJ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)\", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Yinke Case for Polaroid Originals Now+/ Onestep 2 VF/Now I-Type/OneStep+ Instant Ca...\", \"asin\": \"B08D765RJ8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"FINTIE Camera Bag Compatible with Polaroid Now+ Generation 3rd/2nd/1st I-Type, Polaroid Flip, OneStep 2 VF, I-2 Instant Film Camera Travel Shoulder Case with Adjustable Strap Accessories\", \"asin\": \"B08PYLK3Y8\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for ...\", \"asin\": \"B0DG8JKVKY\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Po...\", \"asin\": \"B0CLD2WH8C\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"khanka Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.\", \"asin\": \"B0B58C5RRX\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)\", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Ca...\", \"asin\": \"B09731BWHQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Yinke Case for Polaroid Originals Now+/ Onestep 2 VF/Now I-Type/OneStep+ Instant Ca...\", \"asin\": \"B08D765RJ8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"FINTIE Camera Bag Compatible with Polaroid Now+ Generation 3rd/2nd/1st I-Type, Polaroid Flip, OneStep 2 VF, I-2 Instant Film Camera Travel Shoulder Case with Adjustable Strap Accessories\", \"asin\": \"B08PYLK3Y8\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-30T14:20:53.395Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-30T14:19:56.852Z\", \"action\": \"input\", \"action_argument\": \"polaroid go case\"}\n{\"timestamp\": \"2025-04-30T14:20:06.621Z\", \"action\": \"click_product\", \"action_argument\": \"B09DRGCC13\"}\n{\"timestamp\": \"2025-04-30T14:20:49.349Z\", \"action\": \"click_product\", \"action_argument\": \"B09GM4GFWV\"}\n{\"timestamp\": \"2025-04-30T14:20:53.395Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"polaroid go case\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey) \", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black) \", \"asin\": \"B09731BWHQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - Black \", \"asin\": \"B0CLD2WH8C\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only) \", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Black) \", \"asin\": \"B0DG8JKVKY\", \"price\": \"$12.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Go Camera Bag\", \"asin\": \"B09DRGCC13\", \"price\": \"$26.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black)\", \"asin\": \"B09731BWHQ\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)\", \"asin\": \"B0DG8JX2TD\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Carrying Case for Polaroid Go Generation 2 / Polaroid Go Mini Instant Camera, Polaroid Go Gen 2 Camera Travel Storage Bag With Extra Space for Photo Films, Charging Cables, Blue\", \"asin\": \"B0D6V976CM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Case Album for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag\\uff08Black\\uff09\", \"asin\": \"B09WR8S1S7\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)\", \"asin\": \"B07KXR4ZPW\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White\", \"asin\": \"B0D4Z57MCV\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1Only 8 left in stock - order soon.\"},\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.\", \"asin\": \"B09Y1ZSGFR\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Go Color Film - Double Pack (16 Photos) (6017) - Only Compatible with Polaroid Go Camera\", \"asin\": \"B096MJ9LYK\", \"price\": \"$19.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Box Camera Bag, Black\", \"asin\": \"B08DDGP6HW\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White\", \"asin\": \"B0D4Z57MCV\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1 Only 8 left in stock - order soon.\"},\n {\"title\": \"Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)\", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Hard Portable Case Compatible with Polaroid Go Instant Mini Camera (9035), Case Only\", \"asin\": \"B09QFQJSDR\", \"price\": \"$11.63\", \"delivery\": \" Two-Day FREE delivery Fri, May 2 Only 1 left in stock - order soon.\"},\n {\"title\": \"polaroid go case Compatible with Polaroid Go Generation 2 - Mini Instant Camera,Travel Storage Bag for Polaroid Go Camera and Film Accessories\\uff08Black\\uff09(Case Only)\", \"asin\": \"B0D99SFRHV\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)\", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"delivery\": \" Two-DayFREE delivery Fri, May 2\"},\n {\"title\": \"Camera case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag \\uff08Gradient\\uff09\", \"asin\": \"B09WR9LJ52\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Go Pocket Photo Album - Black - For Polaroid Go Format Photos - Displays 36 Go Photos (6164)\", \"asin\": \"B09FLHPXZS\", \"price\": \"$14.00\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)\", \"asin\": \"B0DG8JX2TD\", \"price\": \"$9.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1\"},\n {\"title\": \"YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)\", \"asin\": \"B07KXR4ZPW\", \"price\": \"$11.99\", \"delivery\": \" Two-DayFREE delivery Fri, May 2\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-30T14:21:08.285Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-04-30T14:21:08.285Z	click_product	B09WR8S1S7	rule	2025-04-30T14:21:08.285Z	train	2,557	2025-04-30T14:21:08.285Z	click_product	B09WR8S1S7	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-04-30T14:19:56.852Z", "action": "input", "action_argument": "polaroid go case"} {"timestamp": "2025-04-30T14:20:06.621Z", "action": "click_product", "action_argument": "B09DRGCC13"} {"timestamp": "2025-04-30T14:20:49.349Z", "action": "click_product", "action_argument": "B09GM4GFWV"} {"timestamp": "2025-04-30T14:20:53.395Z", "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": "polaroid go case" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "promotion_items": [ {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey) ", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": ""}, {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black) ", "asin": "B09731BWHQ", "price": "$16.99", "quantity": ""}, {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - Black ", "asin": "B0CLD2WH8C", "price": "$14.99", "quantity": ""}, {"title": "ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only) ", "asin": "B0CDLR5NBH", "price": "$13.99", "quantity": ""}, {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Black) ", "asin": "B0DG8JKVKY", "price": "$12.99", "quantity": ""} ], "search_results": [ {"title": "Go Camera Bag", "asin": "B09DRGCC13", "price": "$26.87", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black)", "asin": "B09731BWHQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)", "asin": "B0DG8JX2TD", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Carrying Case for Polaroid Go Generation 2 / Polaroid Go Mini Instant Camera, Polaroid Go Gen 2 Camera Travel Storage Bag With Extra Space for Photo Films, Charging Cables, Blue", "asin": "B0D6V976CM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Case Album for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag\uff08Black\uff09", "asin": "B09WR8S1S7", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)", "asin": "B07KXR4ZPW", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White", "asin": "B0D4Z57MCV", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, May 1Only 8 left in stock - order soon."}, {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.", "asin": "B09Y1ZSGFR", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Go Color Film - Double Pack (16 Photos) (6017) - Only Compatible with Polaroid Go Camera", "asin": "B096MJ9LYK", "price": "$19.77", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Box Camera Bag, Black", "asin": "B08DDGP6HW", "price": "$32.95", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "delivery": " One-DayFREE delivery Tomorrow, May 1"}, {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White", "asin": "B0D4Z57MCV", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 1 Only 8 left in stock - order soon."}, {"title": "Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)", "asin": "B0CDLR5NBH", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Hard Portable Case Compatible with Polaroid Go Instant Mini Camera (9035), Case Only", "asin": "B09QFQJSDR", "price": "$11.63", "delivery": " Two-Day FREE delivery Fri, May 2 Only 1 left in stock - order soon."}, {"title": "polaroid go case Compatible with Polaroid Go Generation 2 - Mini Instant Camera,Travel Storage Bag for Polaroid Go Camera and Film Accessories\uff08Black\uff09(Case Only)", "asin": "B0D99SFRHV", "price": "$14.98", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)", "asin": "B0CDLR5NBH", "price": "$13.99", "delivery": " Two-DayFREE delivery Fri, May 2"}, {"title": "Camera case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag \uff08Gradient\uff09", "asin": "B09WR9LJ52", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"}, {"title": "Go Pocket Photo Album - Black - For Polaroid Go Format Photos - Displays 36 Go Photos (6164)", "asin": "B09FLHPXZS", "price": "$14.00", "delivery": " Two-Day FREE delivery Fri, May 2"}, {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)", "asin": "B0DG8JX2TD", "price": "$9.99", "delivery": " One-DayFREE delivery Tomorrow, May 1"}, {"title": "YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)", "asin": "B07KXR4ZPW", "price": "$11.99", "delivery": " Two-DayFREE delivery Fri, May 2"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-04-30T14:21:08.285Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B09WR8S1S7</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click_product</answer_action><answer_argument>B09WR8S1S7</answer_argument>", "index": 2557, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-04-30T14:19:56.852Z\", \"action\": \"input\", \"action_argument\": \"polaroid go case\"}\n{\"timestamp\": \"2025-04-30T14:20:06.621Z\", \"action\": \"click_product\", \"action_argument\": \"B09DRGCC13\"}\n{\"timestamp\": \"2025-04-30T14:20:49.349Z\", \"action\": \"click_product\", \"action_argument\": \"B09GM4GFWV\"}\n{\"timestamp\": \"2025-04-30T14:20:53.395Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"polaroid go case\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey) \", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black) \", \"asin\": \"B09731BWHQ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - Black \", \"asin\": \"B0CLD2WH8C\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only) \", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Black) \", \"asin\": \"B0DG8JKVKY\", \"price\": \"$12.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Go Camera Bag\", \"asin\": \"B09DRGCC13\", \"price\": \"$26.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black)\", \"asin\": \"B09731BWHQ\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)\", \"asin\": \"B0DG8JX2TD\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Carrying Case for Polaroid Go Generation 2 / Polaroid Go Mini Instant Camera, Polaroid Go Gen 2 Camera Travel Storage Bag With Extra Space for Photo Films, Charging Cables, Blue\", \"asin\": \"B0D6V976CM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Case Album for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag\\uff08Black\\uff09\", \"asin\": \"B09WR8S1S7\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)\", \"asin\": \"B07KXR4ZPW\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White\", \"asin\": \"B0D4Z57MCV\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1Only 8 left in stock - order soon.\"},\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.\", \"asin\": \"B09Y1ZSGFR\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Go Color Film - Double Pack (16 Photos) (6017) - Only Compatible with Polaroid Go Camera\", \"asin\": \"B096MJ9LYK\", \"price\": \"$19.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Box Camera Bag, Black\", \"asin\": \"B08DDGP6HW\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1\"},\n {\"title\": \"Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White\", \"asin\": \"B0D4Z57MCV\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1 Only 8 left in stock - order soon.\"},\n {\"title\": \"Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)\", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Hard Portable Case Compatible with Polaroid Go Instant Mini Camera (9035), Case Only\", \"asin\": \"B09QFQJSDR\", \"price\": \"$11.63\", \"delivery\": \" Two-Day FREE delivery Fri, May 2 Only 1 left in stock - order soon.\"},\n {\"title\": \"polaroid go case Compatible with Polaroid Go Generation 2 - Mini Instant Camera,Travel Storage Bag for Polaroid Go Camera and Film Accessories\\uff08Black\\uff09(Case Only)\", \"asin\": \"B0D99SFRHV\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)\", \"asin\": \"B0CDLR5NBH\", \"price\": \"$13.99\", \"delivery\": \" Two-DayFREE delivery Fri, May 2\"},\n {\"title\": \"Camera case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag \\uff08Gradient\\uff09\", \"asin\": \"B09WR9LJ52\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 1\"},\n {\"title\": \"Go Pocket Photo Album - Black - For Polaroid Go Format Photos - Displays 36 Go Photos (6164)\", \"asin\": \"B09FLHPXZS\", \"price\": \"$14.00\", \"delivery\": \" Two-Day FREE delivery Fri, May 2\"},\n {\"title\": \"Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)\", \"asin\": \"B0DG8JX2TD\", \"price\": \"$9.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 1\"},\n {\"title\": \"YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)\", \"asin\": \"B07KXR4ZPW\", \"price\": \"$11.99\", \"delivery\": \" Two-DayFREE delivery Fri, May 2\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-30T14:21:08.285Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:37:16.321Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T14:37:16.321Z	click	suggested_term	rule	2025-05-01T14:37:16.321Z	train	2,558	2025-05-01T14:37:16.321Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T14:37:16.321Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>", "index": 2558, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:37:16.321Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included) \", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel \", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Portable Food Scale Travel Scale for Food, Small Folding Digital Kitchen Scale for Food, Collapsible Mini Pocket Scale Grams and Ounces, Perfect for Diet Calorie Control Compact Kitchen, X Black \", \"asin\": \"B08XYZ7KJ2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included) \", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"MAXUS Digital Pocket Gram Scale 500g x 0.01g High Precision with Tray, Weighs Small Food, Jewelry, Ounces, Grains, LCD Display, Tare Function \", \"asin\": \"B07DJBDL6L\", \"price\": \"$8.98\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel \", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included) \", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome \", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included) \", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Portable Food Scale Travel Scale for Food, Small Folding Digital Kitchen Scale for Food, Collapsible Mini Pocket Scale Grams and Ounces, Perfect for Diet Calorie Control Compact Kitchen, X Black \", \"asin\": \"B08XYZ7KJ2\", \"price\": \"$19.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\",\n \"asin\": \"B0113UZJE2\"\n},\n {\n \"title\": \"Etekcity Food Kitchen Scale 22lb, Digital Weight Grams and Oz for Weight Loss, Baking and Cooking, 0.05oz/1g Precise Graduation,5 Weight Units, IPX6 Waterproof, USB Rechargeable,304 Stainless Steel\",\n \"asin\": \"B09HM2TN5Z\"\n},\n {\n \"title\": \"Etekcity 0.1g Food Kitchen Scale, Bowl, Digital Grams and Ounces for Weight Loss, Dieting, Baking, Cooking, and Meal Prep, 11lb/5kg, Stainless Steel Silver\",\n \"asin\": \"B08BPB9T1N\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"MAXUS Digital Pocket Gram Scale 500g x 0.01g High Precision with Tray, Weighs Small Food, Jewelry, Ounces, Grains, LCD Display, Tare Function\", \"asin\": \"B07DJBDL6L\", \"price\": \"$8.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"Fuzion Digital Pocket Scale .01 Gram Accuracy, 200g Digital Gram Scales for Small Food, Jewelry, Herb, Spice, Coin - Weight Gram and Oz - 100g Calibration Weight\", \"asin\": \"B0CPHMR3P8\", \"price\": \"$9.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"Portable Food Scale Travel Scale for Food, Small Folding Digital Kitchen Scale for Food, Collapsible Mini Pocket Scale Grams and Ounces, Perfect for Diet Calorie Control Compact Kitchen, X Black\", \"asin\": \"B08XYZ7KJ2\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 7 - 8 for Prime membersOnly 7 left in stock - order soon.\"},\n {\"title\": \"Vitafit 500g Digital Pocket Scale,High Accuracy Assured by Scale Professional Factory Since 2001, Gram Scale 0.01g for Multifunction: Lab,Food, Kitchen,Coffee,Jewelry; Black\", \"asin\": \"B0936D7DJ5\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Food Travel Scale Portable Pocket Scale Gram Capacity 500g Degital Kitchen Small Miniature Scale Lab Measuring Scale High Precision\", \"asin\": \"B07F5SCDD3\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"B06X9NQ8GX\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Folding Digital Kitchen Scale, Highly Accurate Compact Portable Food Scale with LCD Display, Auto Power Off and Tare Features, for Measuring Intake of Healthy Eating People (Black)\", \"asin\": \"B087LT3W6M\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Amazon Basics Digital Postal Table Top Scale, AC Adapter, Counting Function, 65 pound Capacity, 0.1 Ounce Readability, Black\", \"asin\": \"B085217NHG\", \"price\": \"$21.99\", \"delivery\": \" Two-DayFREE delivery Sat, May 3\"},\n {\"title\": \"Smart Weigh Black Digital Kitchen Scale for Cooking, Weight Loss, Calorie Tracking, Baking, Food Portion Control, and Meal Prep - Accurate Measurements in Grams and Ounces\", \"asin\": \"B0BMGV6HQW\", \"price\": \"$11.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"Precision Scale with Hold Function - Tomiba 3000g 0.01oz/0.1g Small Cooking Mini Food Scale Portable Electronic Jewelry Scale Batteries Included\", \"asin\": \"B08BNTMW8F\", \"price\": \"$11.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"Smart Weigh ZIP600 Ultra Slim Digital Pocket Scale 600g by 0.1g with Counting Feature,Gram Scale and Ounce Scale, High Precision Accuracy\", \"asin\": \"B00GTX3LAI\", \"price\": \"$13.95\", \"delivery\": \" Two-DayFREE delivery Sat, May 3\"},\n {\"title\": \"Escali F115 Compact Kitchen Scale, 11 lb/5 kg, Stainless Steel\", \"asin\": \"B06XNN1W8C\", \"price\": \"$20.75\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Compact Folding Digital Kitchen Scale, Highly Accurate Portable Food Scale with LCD Display, Auto Power Off and Tare Features, for Measuring Intake of Healthy Eating People (White)\", \"asin\": \"B09HWXZNL1\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Portable Food Scale Travel Scale for Food, Small Folding Digital Kitchen Scale for Food, Collapsible Mini Pocket Scale Grams and Ounces, Perfect for Diet Calorie Control Compact Kitchen, X Black\", \"asin\": \"B08XYZ7KJ2\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 7 - 8 for Prime members Only 7 left in stock - order soon.\"},\n {\"title\": \"travel inspira Luggage Scale, Portable Digital Hanging Baggage Scale for Travel, Suitcase Weight Scale with Rubber Paint, 110 Pounds, Battery Included\", \"asin\": \"B07QFTGGYF\", \"price\": \"$10.29\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"(Upgraded) AMIR Digital Kitchen Scale, 500g Mini Pocket Jewelry Scale, Food Scale, Coffee Scale, Back-Lit LCD Display, 2 Trays, 6 Units, Auto Off, Tare, PCS, Stainless Steel (Batteries Included)\", \"asin\": \"B01HCKQG7G\", \"price\": \"$12.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"delivery\": \" Two-DayFREE delivery Sat, May 3\"},\n {\"title\": \"Fuzion Digital Pocket Scale Precision 1000g/0.1g, Small Digital Scales Grams Ounces Grains, Herb Scale, Jewelry Scale, Portable Travel Food Scale\", \"asin\": \"B07L92G6CF\", \"price\": \"$8.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"CROWNFUL Food Scale, 11 lb Digital Kitchen Scales with Built-in Coin Battery, Weight Ounces and Grams for Cooking and Baking, 6 Units with Tare Function, LCD Display, 304 Stainless Steel\", \"asin\": \"B08CZ9R2D5\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Vitafit 33lb/15kg Digital Food Scale Grams and Ounces in 1g/0.1oz, High Accuracy Assured by Kitchen Scale Professional Factory Since 2001, Gram Scale for Cooking and Baking, LED Display, 3*AAA, Black\", \"asin\": \"B09MVP6DN9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Greater Goods Digital Espresso and Coffee Scale - 750 x 0.1g, Mini Scale with 6 Units of Measurement\", \"asin\": \"B07SJTXGN7\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Mini Digital Scale 10kg/22lb, Kitchen Scale, Food Scale, Coffee Scale, 6Units, Auto Off, Tare, Stainless Steel, complimentary Battery, Easy to Store\", \"asin\": \"B0DSZ419VK\", \"price\": \"$8.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B0DDP743DK\", \"price\": \"$16.99\", \"delivery\": \" Two-DayFREE delivery Sat, May 3\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g Stainless Steel Digital Food Scale Grams and Ounces for Baking, Cooking, Dieting and Meal Prep (Batteries Included)\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"Portable Food Scale, Pocket-Sized, Rechargeable. Tracks Calories, Nutrition, Cholesterol, Micros, Macros for Weight Loss, Health, Diabetes, Meal Prep, Diet. Use with Free Gourmetmiles App.\", \"asin\": \"B0CR6YDPGN\", \"price\": \"$48.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"MAXUS Digital Pocket Gram Scale 500g x 0.01g High Precision with Tray, Weighs Small Food, Jewelry, Ounces, Grains, LCD Display, Tare Function\", \"asin\": \"B07DJBDL6L\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Digital Pocket Scale 1000g x 0.01g, Diyife Portable Precision Gram Scale Jewelry Scale with Protective Cover, Backlit LCD, 7 Units Tare, for Food, Kitchen, Coffee, Battery Included\", \"asin\": \"B0CYZQ5P43\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Digital Kitchen Scale, Portable Folding Food Scale with LCD Display for Measuring Ingredients, Dog and Cat Foods(Size:21\\u00d73.8\\u00d71.6cm)\", \"asin\": \"B0CMXBW5LQ\", \"price\": \"$13.92\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Only 9 left in stock - order soon.\"},\n {\"title\": \"RENPHO Travel Scale for Body Weight, Mini Bathroom Scale for Body Fat, Portable Weight Scale for Traveling with Storage Case, 13 Body Composition Analyzer with App, 400 lbs, Elis Go, 11.02\\\" x 7.09\\\"\", \"asin\": \"B0BFZVBGYH\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Weigh Gram 200g Digital Pocket Gram Scale 0.01g Accuracy, 200g x 0.01g Mini Digital Grams Scale, Small Food Scale, Jewelry Scale, Ounces Grains Scale With100g Calibration Weight\", \"asin\": \"B06Y61YW7S\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Smart Weigh ZIP600 Ultra Slim Digital Pocket Scale 600g by 0.1g with Counting Feature,Gram Scale and Ounce Scale, High Precision Accuracy\", \"asin\": \"B00GTX3LAI\", \"price\": \"$13.95\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Rechargeable Mini Coffee Scale with Timer, Maestri House Espresso Scale, 2kg/0.1g Accurate Scale for Espresso and Pour-Over Coffee, Portable Digital Kitchen Scale with Automatic Timing\\uff08Black&Silver\\uff09\", \"asin\": \"B0CQY78HV6\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"OXO Good Grips 5-lb Food Scale with Pull-Out Display,Black\", \"asin\": \"B08F93MQ1X\", \"price\": \"$29.80\", \"delivery\": \"FREE delivery Tue, May 6 for Prime members Only 4 left in stock - order soon.\"},\n {\"title\": \"NUTRI FIT Gram Scale Digital Scale 0.01g Accuracy, 500g Small Pocket Scale Jewelry Scale, Weight for Food Ounces and Grams Kitchen Scale, Mg Scale for Powder Medicine Gold Weed, Portable\", \"asin\": \"B0BZS7JXJ6\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Weightman Espresso Scale with Timer 1000g x 0.1g Small & Thin Travel Coffee Scale, Mini Digital Scale Grams and Ounces with Large Backlit LCD Stainless Steel Pocket Food Scale Drip Tray Pulling Scale\", \"asin\": \"B07XQS8JL6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Rechargeable Digital Food Scale with Gram and Ounce, Measuring Range 0.1g/3kg(6.6lb), Smart Kitchen Scale for Food, Baking, Cooking, Sourdough Bread, Weight Loss - Small Kitchen Gadget Product\", \"asin\": \"B0CC97WVSX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Mik-Nana Food Scale, 10kg/22lb Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking Coffee Package Postage, 6 Units with Tare Function, LCD Display, Easy Clean Stainless Steel\", \"asin\": \"B0BN4H1X9L\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g Stainless Steel Digital Food Scale Grams and Ounces for Baking, Cooking, Dieting and Meal Prep (Batteries Included)\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Digital Pocket Scale 1000g x 0.01g Weigh Gram Scale, Mini Scale, Digital Grams Scale, Food Scale, Jewelry Scale, Kitchen Scale with Backlit LCD, 7 Units Tare, Battery Included, Black\", \"asin\": \"B0CRDSNH2N\", \"price\": \"$6.89\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"travel inspira Luggage Scale, Portable Digital Hanging Baggage Scale for Travel, Suitcase Weight Scale with Rubber Paint, 110 Pounds, Battery Included\", \"asin\": \"B07QFTGGYF\", \"price\": \"$10.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Smart Weigh Digital Pro Pocket Scale 2000g x 0.1 Grams Precise Weighing Professional Weight Food Ounces & Grams Mini Kitchen Jewelry Portable Herb Pocket Scale, Hold and Counting Function Back-Lit LCD\", \"asin\": \"B00IZ1YHZK\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Nicewell Food Scale, 22lb Digital Kitchen Scale Weight Grams and oz for Cooking Baking, 1g/0.1oz Precise Graduation, Stainless Steel and Tempered Glass (Ash Silver)\", \"asin\": \"B07S6F6LHQ\", \"price\": \"$19.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Precision Scale with Hold Function - Tomiba 3000g 0.01oz/0.1g Small Cooking Mini Food Scale Portable Electronic Jewelry Scale Batteries Included\", \"asin\": \"B08BNTMW8F\", \"price\": \"$11.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Food Scale -33lb Digital Kitchen Scale for Food Ounces Grams Rechargeable 304 Stainless Steel,Batteries and Type-C Charging \| Perfect for Meal Prep, Cooking, and Baking, Black\", \"asin\": \"B0BYN6Q8L7\", \"price\": \"$16.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Food Scale, 33lb Split-Designed Digital Kitchen Scale Grams and Ounces with Remote LCD Display, 7 Units & Tare Function, Wireless Stainless Steel Food Weight for Baking/Cooking/Dieting/Meal Prep\", \"asin\": \"B0DF7RKMMC\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"MegaWise Precision Food Scale, 33lb Waterproof Rechargeable Digital Kitchen Scale, 1g/0.04oz Precise Graduation, Weight Grams and Ounces for Cooking Baking, 5 Units Conversion, Tare Function\", \"asin\": \"B08HCT6CW9\", \"price\": \"$14.66\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Smart Digital Food Scale for Weight Loss, Kitchen Food Scale Grams and Ounces with Nutritional Calculator, Food Weight Scale for Diet, Keto, Macro, Calorie, Cooking, Meal Prep 0.1oz/11lb\", \"asin\": \"B09KRTHFPY\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Mik-Nana Food Scale Pink, 10kg/22lb Digital Kitchen Scale Weight Grams and Oz for Baking and Cooking, 1g/0.1oz Precise Graduation, Easy Clean Stainless Steel\", \"asin\": \"B08GFJZ4NL\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Gram Scale Digital Pocket Scale 500g by 0.01g, g/Kg/Lb/OZ Unit switchable Portable for Food Travel Scale, Jewelry Scale Silver, Kitchen Scale, Lab Scale\", \"asin\": \"B09YYN4CRG\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Mon, May 5 Only 1 left in stock - order soon.\"},\n {\"title\": \"Mik-Nana Digital Pocket Scale, 1000g x 0.1g Small Digital Scales Grams Ounces Grains, Herb Scale, Jewelry Scale, Portable Travel Food Scale, Kitchen Scale, LCD Backlit Display\", \"asin\": \"B0CZ11TW16\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Mik-Nana Pocket Scale, 1000g x 0.01g Precision Gram Scale, Small Digital Scale Grams Ounces Grains, Kitchen Scale, Jewelry Scale for Gold, Gem, Coffee, Herb, Great for Travel Food Scale\", \"asin\": \"B0CYY5WM4T\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Digital Food Kitchen Scale Upgraded, YONCON 3000g/0.1g High Accuracy Mini Pocket Scale Measures in Grams and oz for Cooking, Baking, Jewelry, Tare Function,2 Trays, LCD Display (Batteries Included)\", \"asin\": \"B092W43Q25\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Mini Scale,6.6lb Scale for Grams,Digital Scale Food\\uff0cCooking Scale and Food Scales for Kitchen\\uff0cFood Scale Grams and Ounces,Grams Scale,7Units,Auto Off,Tare,PCS,LCD Display\", \"asin\": \"B0D7VKBG52\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"33lb Food Scale, Digital Kitchen Scale Batteries and USB Charging,1g/0.05oz Precise Graduation, Waterproof Stainless Steel with LCD Display Weight Grams and oz for Cooking Baking (Stainless Steel)\", \"asin\": \"B0DNVQC8Q3\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Digital Food Scales Precision 500g/0.01g, Small Pocket Ounces Grams, Portable Travel, Jewelry Scale (Battery Included)\", \"asin\": \"B07YRCQ6L3\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"33lb Wireless Kitchen Scale with Remote Display, 1g/0.1oz Precise Graduation, Food-Grade 304 Stainless Steel, Magnetic, Digital Food Scale for Cooking, Postage, Shipping, Etc. Black\", \"asin\": \"B0DJ6P7GFB\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Noom Digital Kitchen Scale: Accurate Precision, LCD Display for Clarity, Stylish Black, Blue, or Off-White. Battery Included for Seamless Operation. (Blue)\", \"asin\": \"B0CP9XSJH1\", \"price\": \"$23.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"WEIGHTMAN Shiny Digital Gram Scale 200g x 0.01, Chrome Rainbow Mini Scale for Food Ounces and Grams, Iridescent Plating Pocket Scale, Small Jewelry Scale, Travel Scale, Backlit LCD, 6 Units\", \"asin\": \"B09TZVYJJ5\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Fuzion Digital Pocket Scale .01 Gram Accuracy, 200g Digital Gram Scales for Small Food, Jewelry, Herb, Spice, Coin - Weight Gram and Oz - 100g Calibration Weight\", \"asin\": \"B0CPHMR3P8\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:37:41.677Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T14:37:41.677Z	click_product	B06X9NQ8GX	rule	2025-05-01T14:37:41.677Z	train	2,559	2025-05-01T14:37:41.677Z	click_product	B06X9NQ8GX	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T14:37:16.321Z", "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": "travel food scale" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "promotion_items": [ {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included) ", "asin": "B08CZDYNF7", "price": "$9.99", "quantity": ""}, {"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel ", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""}, {"title": "Portable Food Scale Travel Scale for Food, Small Folding Digital Kitchen Scale for Food, Collapsible Mini Pocket Scale Grams and Ounces, Perfect for Diet Calorie Control Compact Kitchen, X Black ", "asin": "B08XYZ7KJ2", "price": "$19.99", "quantity": ""}, {"title": "KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included) ", "asin": "B083PX1VHG", "price": "$17.99", "quantity": ""}, {"title": "MAXUS Digital Pocket Gram Scale 500g x 0.01g High Precision with Tray, Weighs Small Food, Jewelry, Ounces, Grains, LCD Display, Tare Function ", "asin": "B07DJBDL6L", "price": "$8.98", "quantity": ""}, {"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel ", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""}, {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included) ", "asin": "B08CZDYNF7", "price": "$9.99", "quantity": ""}, {"title": "Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome ", "asin": "B0007GAWRS", "price": "$26.95", "quantity": ""}, {"title": "KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included) ", "asin": "B083PX1VHG", "price": "$17.99", "quantity": ""}, {"title": "Portable Food Scale Travel Scale for Food, Small Folding Digital Kitchen Scale for Food, Collapsible Mini Pocket Scale Grams and Ounces, Perfect for Diet Calorie Control Compact Kitchen, X Black ", "asin": "B08XYZ7KJ2", "price": "$19.99", "quantity": ""} ], "ads": [ { "title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2" }, { "title": "Etekcity Food Kitchen Scale 22lb, Digital Weight Grams and Oz for Weight Loss, Baking and Cooking, 0.05oz/1g Precise Graduation,5 Weight Units, IPX6 Waterproof, USB Rechargeable,304 Stainless Steel", "asin": "B09HM2TN5Z" }, { "title": "Etekcity 0.1g Food Kitchen Scale, Bowl, Digital Grams and Ounces for Weight Loss, Dieting, Baking, Cooking, and Meal Prep, 11lb/5kg, Stainless Steel Silver", "asin": "B08BPB9T1N" } ], "search_results": [ {"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "delivery": " One-DayFREE delivery Tomorrow, May 2"}, {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$9.99", "delivery": " One-DayFREE delivery Tomorrow, May 2"}, {"title": "MAXUS Digital Pocket Gram Scale 500g x 0.01g High Precision with Tray, Weighs Small Food, Jewelry, Ounces, Grains, LCD Display, Tare Function", "asin": "B07DJBDL6L", "price": "$8.98", "delivery": " One-DayFREE delivery Tomorrow, May 2"}, {"title": "Fuzion Digital Pocket Scale .01 Gram Accuracy, 200g Digital Gram Scales for Small Food, Jewelry, Herb, Spice, Coin - Weight Gram and Oz - 100g Calibration Weight", "asin": "B0CPHMR3P8", "price": "$9.95", "delivery": " One-DayFREE delivery Tomorrow, May 2"}, {"title": "Portable Food Scale Travel Scale for Food, Small Folding Digital Kitchen Scale for Food, Collapsible Mini Pocket Scale Grams and Ounces, Perfect for Diet Calorie Control Compact Kitchen, X Black", "asin": "B08XYZ7KJ2", "price": "$19.99", "delivery": "FREE delivery May 7 - 8 for Prime membersOnly 7 left in stock - order soon."}, {"title": "Vitafit 500g Digital Pocket Scale,High Accuracy Assured by Scale Professional Factory Since 2001, Gram Scale 0.01g for Multifunction: Lab,Food, Kitchen,Coffee,Jewelry; Black", "asin": "B0936D7DJ5", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Food Travel Scale Portable Pocket Scale Gram Capacity 500g Degital Kitchen Small Miniature Scale Lab Measuring Scale High Precision", "asin": "B07F5SCDD3", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "Folding Digital Kitchen Scale, Highly Accurate Compact Portable Food Scale with LCD Display, Auto Power Off and Tare Features, for Measuring Intake of Healthy Eating People (Black)", "asin": "B087LT3W6M", "price": "$20.99", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "Amazon Basics Digital Postal Table Top Scale, AC Adapter, Counting Function, 65 pound Capacity, 0.1 Ounce Readability, Black", "asin": "B085217NHG", "price": "$21.99", "delivery": " Two-DayFREE delivery Sat, May 3"}, {"title": "Smart Weigh Black Digital Kitchen Scale for Cooking, Weight Loss, Calorie Tracking, Baking, Food Portion Control, and Meal Prep - Accurate Measurements in Grams and Ounces", "asin": "B0BMGV6HQW", "price": "$11.99", "delivery": " One-DayFREE delivery Tomorrow, May 2"}, {"title": "Precision Scale with Hold Function - Tomiba 3000g 0.01oz/0.1g Small Cooking Mini Food Scale Portable Electronic Jewelry Scale Batteries Included", "asin": "B08BNTMW8F", "price": "$11.98", "delivery": " One-DayFREE delivery Tomorrow, May 2"}, {"title": "Smart Weigh ZIP600 Ultra Slim Digital Pocket Scale 600g by 0.1g with Counting Feature,Gram Scale and Ounce Scale, High Precision Accuracy", "asin": "B00GTX3LAI", "price": "$13.95", "delivery": " Two-DayFREE delivery Sat, May 3"}, {"title": "Escali F115 Compact Kitchen Scale, 11 lb/5 kg, Stainless Steel", "asin": "B06XNN1W8C", "price": "$20.75", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Compact Folding Digital Kitchen Scale, Highly Accurate Portable Food Scale with LCD Display, Auto Power Off and Tare Features, for Measuring Intake of Healthy Eating People (White)", "asin": "B09HWXZNL1", "price": "$16.99", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "Portable Food Scale Travel Scale for Food, Small Folding Digital Kitchen Scale for Food, Collapsible Mini Pocket Scale Grams and Ounces, Perfect for Diet Calorie Control Compact Kitchen, X Black", "asin": "B08XYZ7KJ2", "price": "$19.99", "delivery": "FREE delivery May 7 - 8 for Prime members Only 7 left in stock - order soon."}, {"title": "travel inspira Luggage Scale, Portable Digital Hanging Baggage Scale for Travel, Suitcase Weight Scale with Rubber Paint, 110 Pounds, Battery Included", "asin": "B07QFTGGYF", "price": "$10.29", "delivery": " One-DayFREE delivery Tomorrow, May 2"}, {"title": "(Upgraded) AMIR Digital Kitchen Scale, 500g Mini Pocket Jewelry Scale, Food Scale, Coffee Scale, Back-Lit LCD Display, 2 Trays, 6 Units, Auto Off, Tare, PCS, Stainless Steel (Batteries Included)", "asin": "B01HCKQG7G", "price": "$12.99", "delivery": " One-DayFREE delivery Tomorrow, May 2"}, {"title": "Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome", "asin": "B0007GAWRS", "price": "$26.95", "delivery": " One-DayFREE delivery Tomorrow, May 2"}, {"title": "KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)", "asin": "B083PX1VHG", "price": "$17.99", "delivery": " Two-DayFREE delivery Sat, May 3"}, {"title": "Fuzion Digital Pocket Scale Precision 1000g/0.1g, Small Digital Scales Grams Ounces Grains, Herb Scale, Jewelry Scale, Portable Travel Food Scale", "asin": "B07L92G6CF", "price": "$8.39", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "CROWNFUL Food Scale, 11 lb Digital Kitchen Scales with Built-in Coin Battery, Weight Ounces and Grams for Cooking and Baking, 6 Units with Tare Function, LCD Display, 304 Stainless Steel", "asin": "B08CZ9R2D5", "price": "$7.98", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "Vitafit 33lb/15kg Digital Food Scale Grams and Ounces in 1g/0.1oz, High Accuracy Assured by Kitchen Scale Professional Factory Since 2001, Gram Scale for Cooking and Baking, LED Display, 3*AAA, Black", "asin": "B09MVP6DN9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Greater Goods Digital Espresso and Coffee Scale - 750 x 0.1g, Mini Scale with 6 Units of Measurement", "asin": "B07SJTXGN7", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Mini Digital Scale 10kg/22lb, Kitchen Scale, Food Scale, Coffee Scale, 6Units, Auto Off, Tare, Stainless Steel, complimentary Battery, Easy to Store", "asin": "B0DSZ419VK", "price": "$8.95", "delivery": " One-DayFREE delivery Tomorrow, May 2"}, {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B0DDP743DK", "price": "$16.99", "delivery": " Two-DayFREE delivery Sat, May 3"}, {"title": "Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g Stainless Steel Digital Food Scale Grams and Ounces for Baking, Cooking, Dieting and Meal Prep (Batteries Included)", "asin": "B0CXM7CY6F", "price": "$8.99", "delivery": " One-DayFREE delivery Tomorrow, May 2"}, {"title": "Portable Food Scale, Pocket-Sized, Rechargeable. Tracks Calories, Nutrition, Cholesterol, Micros, Macros for Weight Loss, Health, Diabetes, Meal Prep, Diet. Use with Free Gourmetmiles App.", "asin": "B0CR6YDPGN", "price": "$48.95", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "MAXUS Digital Pocket Gram Scale 500g x 0.01g High Precision with Tray, Weighs Small Food, Jewelry, Ounces, Grains, LCD Display, Tare Function", "asin": "B07DJBDL6L", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Digital Pocket Scale 1000g x 0.01g, Diyife Portable Precision Gram Scale Jewelry Scale with Protective Cover, Backlit LCD, 7 Units Tare, for Food, Kitchen, Coffee, Battery Included", "asin": "B0CYZQ5P43", "price": "$6.99", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "Digital Kitchen Scale, Portable Folding Food Scale with LCD Display for Measuring Ingredients, Dog and Cat Foods(Size:21\u00d73.8\u00d71.6cm)", "asin": "B0CMXBW5LQ", "price": "$13.92", "delivery": " Two-Day FREE delivery Sat, May 3 Only 9 left in stock - order soon."}, {"title": "RENPHO Travel Scale for Body Weight, Mini Bathroom Scale for Body Fat, Portable Weight Scale for Traveling with Storage Case, 13 Body Composition Analyzer with App, 400 lbs, Elis Go, 11.02\" x 7.09\"", "asin": "B0BFZVBGYH", "price": "$32.99", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "Weigh Gram 200g Digital Pocket Gram Scale 0.01g Accuracy, 200g x 0.01g Mini Digital Grams Scale, Small Food Scale, Jewelry Scale, Ounces Grains Scale With100g Calibration Weight", "asin": "B06Y61YW7S", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Smart Weigh ZIP600 Ultra Slim Digital Pocket Scale 600g by 0.1g with Counting Feature,Gram Scale and Ounce Scale, High Precision Accuracy", "asin": "B00GTX3LAI", "price": "$13.95", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "Rechargeable Mini Coffee Scale with Timer, Maestri House Espresso Scale, 2kg/0.1g Accurate Scale for Espresso and Pour-Over Coffee, Portable Digital Kitchen Scale with Automatic Timing\uff08Black&Silver\uff09", "asin": "B0CQY78HV6", "price": "$31.99", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "OXO Good Grips 5-lb Food Scale with Pull-Out Display,Black", "asin": "B08F93MQ1X", "price": "$29.80", "delivery": "FREE delivery Tue, May 6 for Prime members Only 4 left in stock - order soon."}, {"title": "NUTRI FIT Gram Scale Digital Scale 0.01g Accuracy, 500g Small Pocket Scale Jewelry Scale, Weight for Food Ounces and Grams Kitchen Scale, Mg Scale for Powder Medicine Gold Weed, Portable", "asin": "B0BZS7JXJ6", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Weightman Espresso Scale with Timer 1000g x 0.1g Small & Thin Travel Coffee Scale, Mini Digital Scale Grams and Ounces with Large Backlit LCD Stainless Steel Pocket Food Scale Drip Tray Pulling Scale", "asin": "B07XQS8JL6", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Rechargeable Digital Food Scale with Gram and Ounce, Measuring Range 0.1g/3kg(6.6lb), Smart Kitchen Scale for Food, Baking, Cooking, Sourdough Bread, Weight Loss - Small Kitchen Gadget Product", "asin": "B0CC97WVSX", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Mik-Nana Food Scale, 10kg/22lb Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking Coffee Package Postage, 6 Units with Tare Function, LCD Display, Easy Clean Stainless Steel", "asin": "B0BN4H1X9L", "price": "$9.98", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g Stainless Steel Digital Food Scale Grams and Ounces for Baking, Cooking, Dieting and Meal Prep (Batteries Included)", "asin": "B0CXM7CY6F", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Digital Pocket Scale 1000g x 0.01g Weigh Gram Scale, Mini Scale, Digital Grams Scale, Food Scale, Jewelry Scale, Kitchen Scale with Backlit LCD, 7 Units Tare, Battery Included, Black", "asin": "B0CRDSNH2N", "price": "$6.89", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "travel inspira Luggage Scale, Portable Digital Hanging Baggage Scale for Travel, Suitcase Weight Scale with Rubber Paint, 110 Pounds, Battery Included", "asin": "B07QFTGGYF", "price": "$10.29", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Smart Weigh Digital Pro Pocket Scale 2000g x 0.1 Grams Precise Weighing Professional Weight Food Ounces & Grams Mini Kitchen Jewelry Portable Herb Pocket Scale, Hold and Counting Function Back-Lit LCD", "asin": "B00IZ1YHZK", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Nicewell Food Scale, 22lb Digital Kitchen Scale Weight Grams and oz for Cooking Baking, 1g/0.1oz Precise Graduation, Stainless Steel and Tempered Glass (Ash Silver)", "asin": "B07S6F6LHQ", "price": "$19.77", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Precision Scale with Hold Function - Tomiba 3000g 0.01oz/0.1g Small Cooking Mini Food Scale Portable Electronic Jewelry Scale Batteries Included", "asin": "B08BNTMW8F", "price": "$11.98", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Food Scale -33lb Digital Kitchen Scale for Food Ounces Grams Rechargeable 304 Stainless Steel,Batteries and Type-C Charging \| Perfect for Meal Prep, Cooking, and Baking, Black", "asin": "B0BYN6Q8L7", "price": "$16.98", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Food Scale, 33lb Split-Designed Digital Kitchen Scale Grams and Ounces with Remote LCD Display, 7 Units & Tare Function, Wireless Stainless Steel Food Weight for Baking/Cooking/Dieting/Meal Prep", "asin": "B0DF7RKMMC", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "MegaWise Precision Food Scale, 33lb Waterproof Rechargeable Digital Kitchen Scale, 1g/0.04oz Precise Graduation, Weight Grams and Ounces for Cooking Baking, 5 Units Conversion, Tare Function", "asin": "B08HCT6CW9", "price": "$14.66", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Smart Digital Food Scale for Weight Loss, Kitchen Food Scale Grams and Ounces with Nutritional Calculator, Food Weight Scale for Diet, Keto, Macro, Calorie, Cooking, Meal Prep 0.1oz/11lb", "asin": "B09KRTHFPY", "price": "$16.99", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "Mik-Nana Food Scale Pink, 10kg/22lb Digital Kitchen Scale Weight Grams and Oz for Baking and Cooking, 1g/0.1oz Precise Graduation, Easy Clean Stainless Steel", "asin": "B08GFJZ4NL", "price": "$9.95", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Gram Scale Digital Pocket Scale 500g by 0.01g, g/Kg/Lb/OZ Unit switchable Portable for Food Travel Scale, Jewelry Scale Silver, Kitchen Scale, Lab Scale", "asin": "B09YYN4CRG", "price": "$8.99", "delivery": "FREE delivery Mon, May 5 Only 1 left in stock - order soon."}, {"title": "Mik-Nana Digital Pocket Scale, 1000g x 0.1g Small Digital Scales Grams Ounces Grains, Herb Scale, Jewelry Scale, Portable Travel Food Scale, Kitchen Scale, LCD Backlit Display", "asin": "B0CZ11TW16", "price": "$7.99", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "Mik-Nana Pocket Scale, 1000g x 0.01g Precision Gram Scale, Small Digital Scale Grams Ounces Grains, Kitchen Scale, Jewelry Scale for Gold, Gem, Coffee, Herb, Great for Travel Food Scale", "asin": "B0CYY5WM4T", "price": "$6.99", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "Digital Food Kitchen Scale Upgraded, YONCON 3000g/0.1g High Accuracy Mini Pocket Scale Measures in Grams and oz for Cooking, Baking, Jewelry, Tare Function,2 Trays, LCD Display (Batteries Included)", "asin": "B092W43Q25", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Mini Scale,6.6lb Scale for Grams,Digital Scale Food\uff0cCooking Scale and Food Scales for Kitchen\uff0cFood Scale Grams and Ounces,Grams Scale,7Units,Auto Off,Tare,PCS,LCD Display", "asin": "B0D7VKBG52", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "33lb Food Scale, Digital Kitchen Scale Batteries and USB Charging,1g/0.05oz Precise Graduation, Waterproof Stainless Steel with LCD Display Weight Grams and oz for Cooking Baking (Stainless Steel)", "asin": "B0DNVQC8Q3", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Digital Food Scales Precision 500g/0.01g, Small Pocket Ounces Grams, Portable Travel, Jewelry Scale (Battery Included)", "asin": "B07YRCQ6L3", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "33lb Wireless Kitchen Scale with Remote Display, 1g/0.1oz Precise Graduation, Food-Grade 304 Stainless Steel, Magnetic, Digital Food Scale for Cooking, Postage, Shipping, Etc. Black", "asin": "B0DJ6P7GFB", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Noom Digital Kitchen Scale: Accurate Precision, LCD Display for Clarity, Stylish Black, Blue, or Off-White. Battery Included for Seamless Operation. (Blue)", "asin": "B0CP9XSJH1", "price": "$23.98", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "WEIGHTMAN Shiny Digital Gram Scale 200g x 0.01, Chrome Rainbow Mini Scale for Food Ounces and Grams, Iridescent Plating Pocket Scale, Small Jewelry Scale, Travel Scale, Backlit LCD, 6 Units", "asin": "B09TZVYJJ5", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"}, {"title": "Fuzion Digital Pocket Scale .01 Gram Accuracy, 200g Digital Gram Scales for Small Food, Jewelry, Herb, Spice, Coin - Weight Gram and Oz - 100g Calibration Weight", "asin": "B0CPHMR3P8", "price": "$9.95", "delivery": " One-Day FREE delivery Tomorrow, May 2"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T14:37:41.677Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B06X9NQ8GX</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click_product</answer_action><answer_argument>B06X9NQ8GX</answer_argument>", "index": 2559, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included) \", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel \", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Portable Food Scale Travel Scale for Food, Small Folding Digital Kitchen Scale for Food, Collapsible Mini Pocket Scale Grams and Ounces, Perfect for Diet Calorie Control Compact Kitchen, X Black \", \"asin\": \"B08XYZ7KJ2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included) \", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"MAXUS Digital Pocket Gram Scale 500g x 0.01g High Precision with Tray, Weighs Small Food, Jewelry, Ounces, Grains, LCD Display, Tare Function \", \"asin\": \"B07DJBDL6L\", \"price\": \"$8.98\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel \", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included) \", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome \", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included) \", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Portable Food Scale Travel Scale for Food, Small Folding Digital Kitchen Scale for Food, Collapsible Mini Pocket Scale Grams and Ounces, Perfect for Diet Calorie Control Compact Kitchen, X Black \", \"asin\": \"B08XYZ7KJ2\", \"price\": \"$19.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\",\n \"asin\": \"B0113UZJE2\"\n},\n {\n \"title\": \"Etekcity Food Kitchen Scale 22lb, Digital Weight Grams and Oz for Weight Loss, Baking and Cooking, 0.05oz/1g Precise Graduation,5 Weight Units, IPX6 Waterproof, USB Rechargeable,304 Stainless Steel\",\n \"asin\": \"B09HM2TN5Z\"\n},\n {\n \"title\": \"Etekcity 0.1g Food Kitchen Scale, Bowl, Digital Grams and Ounces for Weight Loss, Dieting, Baking, Cooking, and Meal Prep, 11lb/5kg, Stainless Steel Silver\",\n \"asin\": \"B08BPB9T1N\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"MAXUS Digital Pocket Gram Scale 500g x 0.01g High Precision with Tray, Weighs Small Food, Jewelry, Ounces, Grains, LCD Display, Tare Function\", \"asin\": \"B07DJBDL6L\", \"price\": \"$8.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"Fuzion Digital Pocket Scale .01 Gram Accuracy, 200g Digital Gram Scales for Small Food, Jewelry, Herb, Spice, Coin - Weight Gram and Oz - 100g Calibration Weight\", \"asin\": \"B0CPHMR3P8\", \"price\": \"$9.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"Portable Food Scale Travel Scale for Food, Small Folding Digital Kitchen Scale for Food, Collapsible Mini Pocket Scale Grams and Ounces, Perfect for Diet Calorie Control Compact Kitchen, X Black\", \"asin\": \"B08XYZ7KJ2\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 7 - 8 for Prime membersOnly 7 left in stock - order soon.\"},\n {\"title\": \"Vitafit 500g Digital Pocket Scale,High Accuracy Assured by Scale Professional Factory Since 2001, Gram Scale 0.01g for Multifunction: Lab,Food, Kitchen,Coffee,Jewelry; Black\", \"asin\": \"B0936D7DJ5\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Food Travel Scale Portable Pocket Scale Gram Capacity 500g Degital Kitchen Small Miniature Scale Lab Measuring Scale High Precision\", \"asin\": \"B07F5SCDD3\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"B06X9NQ8GX\", \"price\": \"$10.49\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Folding Digital Kitchen Scale, Highly Accurate Compact Portable Food Scale with LCD Display, Auto Power Off and Tare Features, for Measuring Intake of Healthy Eating People (Black)\", \"asin\": \"B087LT3W6M\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Amazon Basics Digital Postal Table Top Scale, AC Adapter, Counting Function, 65 pound Capacity, 0.1 Ounce Readability, Black\", \"asin\": \"B085217NHG\", \"price\": \"$21.99\", \"delivery\": \" Two-DayFREE delivery Sat, May 3\"},\n {\"title\": \"Smart Weigh Black Digital Kitchen Scale for Cooking, Weight Loss, Calorie Tracking, Baking, Food Portion Control, and Meal Prep - Accurate Measurements in Grams and Ounces\", \"asin\": \"B0BMGV6HQW\", \"price\": \"$11.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"Precision Scale with Hold Function - Tomiba 3000g 0.01oz/0.1g Small Cooking Mini Food Scale Portable Electronic Jewelry Scale Batteries Included\", \"asin\": \"B08BNTMW8F\", \"price\": \"$11.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"Smart Weigh ZIP600 Ultra Slim Digital Pocket Scale 600g by 0.1g with Counting Feature,Gram Scale and Ounce Scale, High Precision Accuracy\", \"asin\": \"B00GTX3LAI\", \"price\": \"$13.95\", \"delivery\": \" Two-DayFREE delivery Sat, May 3\"},\n {\"title\": \"Escali F115 Compact Kitchen Scale, 11 lb/5 kg, Stainless Steel\", \"asin\": \"B06XNN1W8C\", \"price\": \"$20.75\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Compact Folding Digital Kitchen Scale, Highly Accurate Portable Food Scale with LCD Display, Auto Power Off and Tare Features, for Measuring Intake of Healthy Eating People (White)\", \"asin\": \"B09HWXZNL1\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Portable Food Scale Travel Scale for Food, Small Folding Digital Kitchen Scale for Food, Collapsible Mini Pocket Scale Grams and Ounces, Perfect for Diet Calorie Control Compact Kitchen, X Black\", \"asin\": \"B08XYZ7KJ2\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 7 - 8 for Prime members Only 7 left in stock - order soon.\"},\n {\"title\": \"travel inspira Luggage Scale, Portable Digital Hanging Baggage Scale for Travel, Suitcase Weight Scale with Rubber Paint, 110 Pounds, Battery Included\", \"asin\": \"B07QFTGGYF\", \"price\": \"$10.29\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"(Upgraded) AMIR Digital Kitchen Scale, 500g Mini Pocket Jewelry Scale, Food Scale, Coffee Scale, Back-Lit LCD Display, 2 Trays, 6 Units, Auto Off, Tare, PCS, Stainless Steel (Batteries Included)\", \"asin\": \"B01HCKQG7G\", \"price\": \"$12.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"delivery\": \" Two-DayFREE delivery Sat, May 3\"},\n {\"title\": \"Fuzion Digital Pocket Scale Precision 1000g/0.1g, Small Digital Scales Grams Ounces Grains, Herb Scale, Jewelry Scale, Portable Travel Food Scale\", \"asin\": \"B07L92G6CF\", \"price\": \"$8.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"CROWNFUL Food Scale, 11 lb Digital Kitchen Scales with Built-in Coin Battery, Weight Ounces and Grams for Cooking and Baking, 6 Units with Tare Function, LCD Display, 304 Stainless Steel\", \"asin\": \"B08CZ9R2D5\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Vitafit 33lb/15kg Digital Food Scale Grams and Ounces in 1g/0.1oz, High Accuracy Assured by Kitchen Scale Professional Factory Since 2001, Gram Scale for Cooking and Baking, LED Display, 3*AAA, Black\", \"asin\": \"B09MVP6DN9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Greater Goods Digital Espresso and Coffee Scale - 750 x 0.1g, Mini Scale with 6 Units of Measurement\", \"asin\": \"B07SJTXGN7\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Mini Digital Scale 10kg/22lb, Kitchen Scale, Food Scale, Coffee Scale, 6Units, Auto Off, Tare, Stainless Steel, complimentary Battery, Easy to Store\", \"asin\": \"B0DSZ419VK\", \"price\": \"$8.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B0DDP743DK\", \"price\": \"$16.99\", \"delivery\": \" Two-DayFREE delivery Sat, May 3\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g Stainless Steel Digital Food Scale Grams and Ounces for Baking, Cooking, Dieting and Meal Prep (Batteries Included)\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, May 2\"},\n {\"title\": \"Portable Food Scale, Pocket-Sized, Rechargeable. Tracks Calories, Nutrition, Cholesterol, Micros, Macros for Weight Loss, Health, Diabetes, Meal Prep, Diet. Use with Free Gourmetmiles App.\", \"asin\": \"B0CR6YDPGN\", \"price\": \"$48.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"MAXUS Digital Pocket Gram Scale 500g x 0.01g High Precision with Tray, Weighs Small Food, Jewelry, Ounces, Grains, LCD Display, Tare Function\", \"asin\": \"B07DJBDL6L\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Digital Pocket Scale 1000g x 0.01g, Diyife Portable Precision Gram Scale Jewelry Scale with Protective Cover, Backlit LCD, 7 Units Tare, for Food, Kitchen, Coffee, Battery Included\", \"asin\": \"B0CYZQ5P43\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Digital Kitchen Scale, Portable Folding Food Scale with LCD Display for Measuring Ingredients, Dog and Cat Foods(Size:21\\u00d73.8\\u00d71.6cm)\", \"asin\": \"B0CMXBW5LQ\", \"price\": \"$13.92\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Only 9 left in stock - order soon.\"},\n {\"title\": \"RENPHO Travel Scale for Body Weight, Mini Bathroom Scale for Body Fat, Portable Weight Scale for Traveling with Storage Case, 13 Body Composition Analyzer with App, 400 lbs, Elis Go, 11.02\\\" x 7.09\\\"\", \"asin\": \"B0BFZVBGYH\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Weigh Gram 200g Digital Pocket Gram Scale 0.01g Accuracy, 200g x 0.01g Mini Digital Grams Scale, Small Food Scale, Jewelry Scale, Ounces Grains Scale With100g Calibration Weight\", \"asin\": \"B06Y61YW7S\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Smart Weigh ZIP600 Ultra Slim Digital Pocket Scale 600g by 0.1g with Counting Feature,Gram Scale and Ounce Scale, High Precision Accuracy\", \"asin\": \"B00GTX3LAI\", \"price\": \"$13.95\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Rechargeable Mini Coffee Scale with Timer, Maestri House Espresso Scale, 2kg/0.1g Accurate Scale for Espresso and Pour-Over Coffee, Portable Digital Kitchen Scale with Automatic Timing\\uff08Black&Silver\\uff09\", \"asin\": \"B0CQY78HV6\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"OXO Good Grips 5-lb Food Scale with Pull-Out Display,Black\", \"asin\": \"B08F93MQ1X\", \"price\": \"$29.80\", \"delivery\": \"FREE delivery Tue, May 6 for Prime members Only 4 left in stock - order soon.\"},\n {\"title\": \"NUTRI FIT Gram Scale Digital Scale 0.01g Accuracy, 500g Small Pocket Scale Jewelry Scale, Weight for Food Ounces and Grams Kitchen Scale, Mg Scale for Powder Medicine Gold Weed, Portable\", \"asin\": \"B0BZS7JXJ6\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Weightman Espresso Scale with Timer 1000g x 0.1g Small & Thin Travel Coffee Scale, Mini Digital Scale Grams and Ounces with Large Backlit LCD Stainless Steel Pocket Food Scale Drip Tray Pulling Scale\", \"asin\": \"B07XQS8JL6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Rechargeable Digital Food Scale with Gram and Ounce, Measuring Range 0.1g/3kg(6.6lb), Smart Kitchen Scale for Food, Baking, Cooking, Sourdough Bread, Weight Loss - Small Kitchen Gadget Product\", \"asin\": \"B0CC97WVSX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Mik-Nana Food Scale, 10kg/22lb Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking Coffee Package Postage, 6 Units with Tare Function, LCD Display, Easy Clean Stainless Steel\", \"asin\": \"B0BN4H1X9L\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g Stainless Steel Digital Food Scale Grams and Ounces for Baking, Cooking, Dieting and Meal Prep (Batteries Included)\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Digital Pocket Scale 1000g x 0.01g Weigh Gram Scale, Mini Scale, Digital Grams Scale, Food Scale, Jewelry Scale, Kitchen Scale with Backlit LCD, 7 Units Tare, Battery Included, Black\", \"asin\": \"B0CRDSNH2N\", \"price\": \"$6.89\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"travel inspira Luggage Scale, Portable Digital Hanging Baggage Scale for Travel, Suitcase Weight Scale with Rubber Paint, 110 Pounds, Battery Included\", \"asin\": \"B07QFTGGYF\", \"price\": \"$10.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Smart Weigh Digital Pro Pocket Scale 2000g x 0.1 Grams Precise Weighing Professional Weight Food Ounces & Grams Mini Kitchen Jewelry Portable Herb Pocket Scale, Hold and Counting Function Back-Lit LCD\", \"asin\": \"B00IZ1YHZK\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Nicewell Food Scale, 22lb Digital Kitchen Scale Weight Grams and oz for Cooking Baking, 1g/0.1oz Precise Graduation, Stainless Steel and Tempered Glass (Ash Silver)\", \"asin\": \"B07S6F6LHQ\", \"price\": \"$19.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Precision Scale with Hold Function - Tomiba 3000g 0.01oz/0.1g Small Cooking Mini Food Scale Portable Electronic Jewelry Scale Batteries Included\", \"asin\": \"B08BNTMW8F\", \"price\": \"$11.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Food Scale -33lb Digital Kitchen Scale for Food Ounces Grams Rechargeable 304 Stainless Steel,Batteries and Type-C Charging \| Perfect for Meal Prep, Cooking, and Baking, Black\", \"asin\": \"B0BYN6Q8L7\", \"price\": \"$16.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Food Scale, 33lb Split-Designed Digital Kitchen Scale Grams and Ounces with Remote LCD Display, 7 Units & Tare Function, Wireless Stainless Steel Food Weight for Baking/Cooking/Dieting/Meal Prep\", \"asin\": \"B0DF7RKMMC\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"MegaWise Precision Food Scale, 33lb Waterproof Rechargeable Digital Kitchen Scale, 1g/0.04oz Precise Graduation, Weight Grams and Ounces for Cooking Baking, 5 Units Conversion, Tare Function\", \"asin\": \"B08HCT6CW9\", \"price\": \"$14.66\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Smart Digital Food Scale for Weight Loss, Kitchen Food Scale Grams and Ounces with Nutritional Calculator, Food Weight Scale for Diet, Keto, Macro, Calorie, Cooking, Meal Prep 0.1oz/11lb\", \"asin\": \"B09KRTHFPY\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Mik-Nana Food Scale Pink, 10kg/22lb Digital Kitchen Scale Weight Grams and Oz for Baking and Cooking, 1g/0.1oz Precise Graduation, Easy Clean Stainless Steel\", \"asin\": \"B08GFJZ4NL\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Gram Scale Digital Pocket Scale 500g by 0.01g, g/Kg/Lb/OZ Unit switchable Portable for Food Travel Scale, Jewelry Scale Silver, Kitchen Scale, Lab Scale\", \"asin\": \"B09YYN4CRG\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Mon, May 5 Only 1 left in stock - order soon.\"},\n {\"title\": \"Mik-Nana Digital Pocket Scale, 1000g x 0.1g Small Digital Scales Grams Ounces Grains, Herb Scale, Jewelry Scale, Portable Travel Food Scale, Kitchen Scale, LCD Backlit Display\", \"asin\": \"B0CZ11TW16\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Mik-Nana Pocket Scale, 1000g x 0.01g Precision Gram Scale, Small Digital Scale Grams Ounces Grains, Kitchen Scale, Jewelry Scale for Gold, Gem, Coffee, Herb, Great for Travel Food Scale\", \"asin\": \"B0CYY5WM4T\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Digital Food Kitchen Scale Upgraded, YONCON 3000g/0.1g High Accuracy Mini Pocket Scale Measures in Grams and oz for Cooking, Baking, Jewelry, Tare Function,2 Trays, LCD Display (Batteries Included)\", \"asin\": \"B092W43Q25\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Mini Scale,6.6lb Scale for Grams,Digital Scale Food\\uff0cCooking Scale and Food Scales for Kitchen\\uff0cFood Scale Grams and Ounces,Grams Scale,7Units,Auto Off,Tare,PCS,LCD Display\", \"asin\": \"B0D7VKBG52\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"33lb Food Scale, Digital Kitchen Scale Batteries and USB Charging,1g/0.05oz Precise Graduation, Waterproof Stainless Steel with LCD Display Weight Grams and oz for Cooking Baking (Stainless Steel)\", \"asin\": \"B0DNVQC8Q3\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Digital Food Scales Precision 500g/0.01g, Small Pocket Ounces Grams, Portable Travel, Jewelry Scale (Battery Included)\", \"asin\": \"B07YRCQ6L3\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"33lb Wireless Kitchen Scale with Remote Display, 1g/0.1oz Precise Graduation, Food-Grade 304 Stainless Steel, Magnetic, Digital Food Scale for Cooking, Postage, Shipping, Etc. Black\", \"asin\": \"B0DJ6P7GFB\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Noom Digital Kitchen Scale: Accurate Precision, LCD Display for Clarity, Stylish Black, Blue, or Off-White. Battery Included for Seamless Operation. (Blue)\", \"asin\": \"B0CP9XSJH1\", \"price\": \"$23.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"WEIGHTMAN Shiny Digital Gram Scale 200g x 0.01, Chrome Rainbow Mini Scale for Food Ounces and Grams, Iridescent Plating Pocket Scale, Small Jewelry Scale, Travel Scale, Backlit LCD, 6 Units\", \"asin\": \"B09TZVYJJ5\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Fuzion Digital Pocket Scale .01 Gram Accuracy, 200g Digital Gram Scales for Small Food, Jewelry, Herb, Spice, Coin - Weight Gram and Oz - 100g Calibration Weight\", \"asin\": \"B0CPHMR3P8\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:37:41.677Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:37:59.199Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T14:37:59.199Z	click	review	rule	2025-05-01T14:37:59.199Z	train	2,560	2025-05-01T14:37:59.199Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T14:37:16.321Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T14:37:41.677Z", "action": "click_product", "action_argument": "B06X9NQ8GX"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "travel food scale" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B06X9NQ8GX" }, { "title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel" }, { "price": "$10.49" }, { "bullet_list": "Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)" } ], "product_quantity": [ { "quantity": "1" } ], "promotion_items": [ {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$9.99", "quantity": ""}, {"title": "Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...", "asin": "B0CXM7CY6F", "price": "$8.99", "quantity": ""}, {"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""}, {"title": "BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg", "asin": "B0BNL5JCVR", "price": "$19.79", "quantity": ""}, {"title": "Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome", "asin": "B0007GAWRS", "price": "$26.95", "quantity": ""}, {"title": "KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)", "asin": "B0D225FTXN", "price": "$13.49", "quantity": ""}, {"title": "KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)", "asin": "B083PX1VHG", "price": "$17.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T14:37:59.199Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2560, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:37:59.199Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:01.684Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T14:38:01.684Z	click	review	rule	2025-05-01T14:38:01.684Z	train	2,561	2025-05-01T14:38:01.684Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T14:37:16.321Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T14:37:41.677Z", "action": "click_product", "action_argument": "B06X9NQ8GX"} {"timestamp": "2025-05-01T14:37:59.199Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "travel food scale" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B06X9NQ8GX" }, { "title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel" }, { "price": "$10.49" }, { "bullet_list": "Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)" } ], "product_quantity": [ { "quantity": "1" } ], "promotion_items": [ {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$9.99", "quantity": ""}, {"title": "Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...", "asin": "B0CXM7CY6F", "price": "$8.99", "quantity": ""}, {"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""}, {"title": "BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg", "asin": "B0BNL5JCVR", "price": "$19.79", "quantity": ""}, {"title": "Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome", "asin": "B0007GAWRS", "price": "$26.95", "quantity": ""}, {"title": "KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)", "asin": "B0D225FTXN", "price": "$13.49", "quantity": ""}, {"title": "KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)", "asin": "B083PX1VHG", "price": "$17.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T14:38:01.684Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2561, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:01.684Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:04.964Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T14:38:04.964Z	click	review	rule	2025-05-01T14:38:04.964Z	train	2,562	2025-05-01T14:38:04.964Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T14:37:16.321Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T14:37:41.677Z", "action": "click_product", "action_argument": "B06X9NQ8GX"} {"timestamp": "2025-05-01T14:37:59.199Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:01.684Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "travel food scale" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B06X9NQ8GX" }, { "title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel" }, { "price": "$10.49" }, { "bullet_list": "Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)" } ], "product_quantity": [ { "quantity": "1" } ], "promotion_items": [ {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$9.99", "quantity": ""}, {"title": "Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...", "asin": "B0CXM7CY6F", "price": "$8.99", "quantity": ""}, {"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""}, {"title": "BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg", "asin": "B0BNL5JCVR", "price": "$19.79", "quantity": ""}, {"title": "Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome", "asin": "B0007GAWRS", "price": "$26.95", "quantity": ""}, {"title": "KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)", "asin": "B0D225FTXN", "price": "$13.49", "quantity": ""}, {"title": "KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)", "asin": "B083PX1VHG", "price": "$17.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T14:38:04.964Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2562, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:04.964Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:08.234Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T14:38:08.234Z	click	review	rule	2025-05-01T14:38:08.234Z	train	2,563	2025-05-01T14:38:08.234Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T14:37:16.321Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T14:37:41.677Z", "action": "click_product", "action_argument": "B06X9NQ8GX"} {"timestamp": "2025-05-01T14:37:59.199Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:01.684Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:04.964Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "travel food scale" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B06X9NQ8GX" }, { "title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel" }, { "price": "$10.49" }, { "bullet_list": "Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)" } ], "product_quantity": [ { "quantity": "1" } ], "promotion_items": [ {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$9.99", "quantity": ""}, {"title": "Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...", "asin": "B0CXM7CY6F", "price": "$8.99", "quantity": ""}, {"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""}, {"title": "BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg", "asin": "B0BNL5JCVR", "price": "$19.79", "quantity": ""}, {"title": "Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome", "asin": "B0007GAWRS", "price": "$26.95", "quantity": ""}, {"title": "KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)", "asin": "B0D225FTXN", "price": "$13.49", "quantity": ""}, {"title": "KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)", "asin": "B083PX1VHG", "price": "$17.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T14:38:08.234Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2563, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:08.234Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:09.846Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T14:38:09.846Z	click	review	rule	2025-05-01T14:38:09.846Z	train	2,564	2025-05-01T14:38:09.846Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T14:37:16.321Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T14:37:41.677Z", "action": "click_product", "action_argument": "B06X9NQ8GX"} {"timestamp": "2025-05-01T14:37:59.199Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:01.684Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:04.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:08.234Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "travel food scale" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B06X9NQ8GX" }, { "title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel" }, { "price": "$10.49" }, { "bullet_list": "Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)" } ], "product_quantity": [ { "quantity": "1" } ], "promotion_items": [ {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$9.99", "quantity": ""}, {"title": "Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...", "asin": "B0CXM7CY6F", "price": "$8.99", "quantity": ""}, {"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""}, {"title": "BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg", "asin": "B0BNL5JCVR", "price": "$19.79", "quantity": ""}, {"title": "Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome", "asin": "B0007GAWRS", "price": "$26.95", "quantity": ""}, {"title": "KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)", "asin": "B0D225FTXN", "price": "$13.49", "quantity": ""}, {"title": "KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)", "asin": "B083PX1VHG", "price": "$17.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T14:38:09.846Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2564, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:09.846Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:09.846Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:12.708Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T14:38:12.708Z	click	review	rule	2025-05-01T14:38:12.708Z	train	2,565	2025-05-01T14:38:12.708Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T14:37:16.321Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T14:37:41.677Z", "action": "click_product", "action_argument": "B06X9NQ8GX"} {"timestamp": "2025-05-01T14:37:59.199Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:01.684Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:04.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:08.234Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:09.846Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "travel food scale" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B06X9NQ8GX" }, { "title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel" }, { "price": "$10.49" }, { "bullet_list": "Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)" } ], "product_quantity": [ { "quantity": "1" } ], "promotion_items": [ {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$9.99", "quantity": ""}, {"title": "Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...", "asin": "B0CXM7CY6F", "price": "$8.99", "quantity": ""}, {"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""}, {"title": "BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg", "asin": "B0BNL5JCVR", "price": "$19.79", "quantity": ""}, {"title": "Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome", "asin": "B0007GAWRS", "price": "$26.95", "quantity": ""}, {"title": "KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)", "asin": "B0D225FTXN", "price": "$13.49", "quantity": ""}, {"title": "KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)", "asin": "B083PX1VHG", "price": "$17.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T14:38:12.708Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2565, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:09.846Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:12.708Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:09.846Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:12.708Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:15.099Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T14:38:15.099Z	click	review	rule	2025-05-01T14:38:15.099Z	train	2,566	2025-05-01T14:38:15.099Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T14:37:16.321Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T14:37:41.677Z", "action": "click_product", "action_argument": "B06X9NQ8GX"} {"timestamp": "2025-05-01T14:37:59.199Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:01.684Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:04.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:08.234Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:09.846Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:12.708Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "travel food scale" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B06X9NQ8GX" }, { "title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel" }, { "price": "$10.49" }, { "bullet_list": "Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)" } ], "product_quantity": [ { "quantity": "1" } ], "promotion_items": [ {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$9.99", "quantity": ""}, {"title": "Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...", "asin": "B0CXM7CY6F", "price": "$8.99", "quantity": ""}, {"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""}, {"title": "BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg", "asin": "B0BNL5JCVR", "price": "$19.79", "quantity": ""}, {"title": "Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome", "asin": "B0007GAWRS", "price": "$26.95", "quantity": ""}, {"title": "KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)", "asin": "B0D225FTXN", "price": "$13.49", "quantity": ""}, {"title": "KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)", "asin": "B083PX1VHG", "price": "$17.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T14:38:15.099Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2566, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:09.846Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:12.708Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:15.099Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:09.846Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:12.708Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:15.099Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:24.281Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T14:38:24.281Z	click	review	rule	2025-05-01T14:38:24.281Z	train	2,567	2025-05-01T14:38:24.281Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T14:37:16.321Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T14:37:41.677Z", "action": "click_product", "action_argument": "B06X9NQ8GX"} {"timestamp": "2025-05-01T14:37:59.199Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:01.684Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:04.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:08.234Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:09.846Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:12.708Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:15.099Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "travel food scale" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B06X9NQ8GX" }, { "title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel" }, { "price": "$10.49" }, { "bullet_list": "Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)" } ], "product_quantity": [ { "quantity": "1" } ], "promotion_items": [ {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$9.99", "quantity": ""}, {"title": "Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...", "asin": "B0CXM7CY6F", "price": "$8.99", "quantity": ""}, {"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""}, {"title": "BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg", "asin": "B0BNL5JCVR", "price": "$19.79", "quantity": ""}, {"title": "Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome", "asin": "B0007GAWRS", "price": "$26.95", "quantity": ""}, {"title": "KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)", "asin": "B0D225FTXN", "price": "$13.49", "quantity": ""}, {"title": "KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)", "asin": "B083PX1VHG", "price": "$17.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T14:38:24.281Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2567, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:09.846Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:12.708Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:15.099Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:24.281Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:09.846Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:12.708Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:15.099Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:24.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:25.504Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T14:38:25.504Z	click	review	rule	2025-05-01T14:38:25.504Z	train	2,568	2025-05-01T14:38:25.504Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T14:37:16.321Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T14:37:41.677Z", "action": "click_product", "action_argument": "B06X9NQ8GX"} {"timestamp": "2025-05-01T14:37:59.199Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:01.684Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:04.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:08.234Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:09.846Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:12.708Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:15.099Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:24.281Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "travel food scale" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B06X9NQ8GX" }, { "title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel" }, { "price": "$10.49" }, { "bullet_list": "Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)" } ], "product_quantity": [ { "quantity": "1" } ], "promotion_items": [ {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$9.99", "quantity": ""}, {"title": "Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...", "asin": "B0CXM7CY6F", "price": "$8.99", "quantity": ""}, {"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""}, {"title": "BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg", "asin": "B0BNL5JCVR", "price": "$19.79", "quantity": ""}, {"title": "Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome", "asin": "B0007GAWRS", "price": "$26.95", "quantity": ""}, {"title": "KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)", "asin": "B0D225FTXN", "price": "$13.49", "quantity": ""}, {"title": "KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)", "asin": "B083PX1VHG", "price": "$17.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T14:38:25.504Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2568, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:09.846Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:12.708Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:15.099Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:24.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:25.504Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:09.846Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:12.708Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:15.099Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:24.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:25.504Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:26.672Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T14:38:26.672Z	click	review	rule	2025-05-01T14:38:26.672Z	train	2,569	2025-05-01T14:38:26.672Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T14:37:16.321Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T14:37:41.677Z", "action": "click_product", "action_argument": "B06X9NQ8GX"} {"timestamp": "2025-05-01T14:37:59.199Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:01.684Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:04.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:08.234Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:09.846Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:12.708Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:15.099Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:24.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:25.504Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "travel food scale" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B06X9NQ8GX" }, { "title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel" }, { "price": "$10.49" }, { "bullet_list": "Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)" } ], "product_quantity": [ { "quantity": "1" } ], "promotion_items": [ {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$9.99", "quantity": ""}, {"title": "Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...", "asin": "B0CXM7CY6F", "price": "$8.99", "quantity": ""}, {"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""}, {"title": "BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg", "asin": "B0BNL5JCVR", "price": "$19.79", "quantity": ""}, {"title": "Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome", "asin": "B0007GAWRS", "price": "$26.95", "quantity": ""}, {"title": "KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)", "asin": "B0D225FTXN", "price": "$13.49", "quantity": ""}, {"title": "KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)", "asin": "B083PX1VHG", "price": "$17.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T14:38:26.672Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2569, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:09.846Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:12.708Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:15.099Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:24.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:25.504Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:26.672Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:09.846Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:12.708Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:15.099Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:24.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:25.504Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:26.672Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:31.577Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T14:38:31.577Z	click	review	rule	2025-05-01T14:38:31.577Z	train	2,570	2025-05-01T14:38:31.577Z	click	review	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T14:37:16.321Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T14:37:41.677Z", "action": "click_product", "action_argument": "B06X9NQ8GX"} {"timestamp": "2025-05-01T14:37:59.199Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:01.684Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:04.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:08.234Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:09.846Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:12.708Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:15.099Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:24.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:25.504Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:26.672Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "travel food scale" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B06X9NQ8GX" }, { "title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel" }, { "price": "$10.49" }, { "bullet_list": "Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)" } ], "product_quantity": [ { "quantity": "1" } ], "promotion_items": [ {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$9.99", "quantity": ""}, {"title": "Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...", "asin": "B0CXM7CY6F", "price": "$8.99", "quantity": ""}, {"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""}, {"title": "BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg", "asin": "B0BNL5JCVR", "price": "$19.79", "quantity": ""}, {"title": "Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome", "asin": "B0007GAWRS", "price": "$26.95", "quantity": ""}, {"title": "KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)", "asin": "B0D225FTXN", "price": "$13.49", "quantity": ""}, {"title": "KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)", "asin": "B083PX1VHG", "price": "$17.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T14:38:31.577Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2570, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:09.846Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:12.708Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:15.099Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:24.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:25.504Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:26.672Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:31.577Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:09.846Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:12.708Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:15.099Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:24.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:25.504Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:26.672Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:31.577Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:51.251Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T14:38:51.251Z	click	nav_bar	rule	2025-05-01T14:38:51.251Z	train	2,571	2025-05-01T14:38:51.251Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T14:37:16.321Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T14:37:41.677Z", "action": "click_product", "action_argument": "B06X9NQ8GX"} {"timestamp": "2025-05-01T14:37:59.199Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:01.684Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:04.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:08.234Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:09.846Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:12.708Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:15.099Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:24.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:25.504Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:26.672Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:31.577Z", "action": "click", "action_argument": "review"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "travel food scale" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B06X9NQ8GX" }, { "title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel" }, { "price": "$10.49" }, { "bullet_list": "Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)" } ], "product_quantity": [ { "quantity": "1" } ], "promotion_items": [ {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$9.99", "quantity": ""}, {"title": "Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...", "asin": "B0CXM7CY6F", "price": "$8.99", "quantity": ""}, {"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""}, {"title": "BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg", "asin": "B0BNL5JCVR", "price": "$19.79", "quantity": ""}, {"title": "Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome", "asin": "B0007GAWRS", "price": "$26.95", "quantity": ""}, {"title": "KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)", "asin": "B0D225FTXN", "price": "$13.49", "quantity": ""}, {"title": "KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)", "asin": "B083PX1VHG", "price": "$17.99", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T14:38:51.251Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2571, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:09.846Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:12.708Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:15.099Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:24.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:25.504Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:26.672Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:31.577Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"travel food scale\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06X9NQ8GX\"\n},\n {\n \"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\"\n},\n {\n \"price\": \"$10.49\"\n},\n {\n \"bullet_list\": \"Digital kitchen scale with food-safe, BPA-free plastic components Stainless steel platform with wide LCD screen Weighs up to 11 pounds (2 grams minimum, up to about 5000 grams); displays results in pounds, ounces, grams, fluid ounces, and ml Tare button for measuring just the food, minus the container weight Battery operated; (2) AAA batteries included Product Dimensions: 8.3 x 7 x 1.3 inches (LxWxH)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g ...\", \"asin\": \"B0CXM7CY6F\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"BAGAIL BASICS Coffee Scale with Timer, 0.1g High Precision Kitchen Scale, Pour Over Coffee Scale, Drip Espresso Scale with Auto Tare, Touch Sensor and Silicone Cover - 6.6 lbs/3 kg\", \"asin\": \"B0BNL5JCVR\", \"price\": \"$19.79\", \"quantity\": \"\"},\n {\"title\": \"Escali Primo Digital Food Scale Multi-Functional Kitchen Scale and Baking Scale for Precise Weight Measuring and Portion Control, 8.5 x 6 x 1.5 inches, Chrome\", \"asin\": \"B0007GAWRS\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Digital Kitchen Scale - 3000g/0.1g - High Accuracy Precision Food Scale with 9 Units(g/oz/ml/lb/lb:oz/gn/ozt/DWT/ct) - Meat Scale with Back-Lit LCD Display(Batteries Included)\", \"asin\": \"B0D225FTXN\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"KitchenTour Coffee Scale with Timer 3kg/0.1g High Precision Pour Over Drip Espresso Scale with Back-Lit LCD Display (Batteries Included)\", \"asin\": \"B083PX1VHG\", \"price\": \"$17.99\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:51.251Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:09.846Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:12.708Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:15.099Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:24.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:25.504Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:26.672Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:31.577Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:51.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:58.799Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T14:38:58.799Z	click	other	rule	2025-05-01T14:38:58.799Z	train	2,572	2025-05-01T14:38:58.799Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T14:37:16.321Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T14:37:41.677Z", "action": "click_product", "action_argument": "B06X9NQ8GX"} {"timestamp": "2025-05-01T14:37:59.199Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:01.684Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:04.964Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:08.234Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:09.846Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:12.708Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:15.099Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:24.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:25.504Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:26.672Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:31.577Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-01T14:38:51.251Z", "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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T14:38:58.799Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 2572, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T14:37:16.321Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T14:37:41.677Z\", \"action\": \"click_product\", \"action_argument\": \"B06X9NQ8GX\"}\n{\"timestamp\": \"2025-05-01T14:37:59.199Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:01.684Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:04.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:08.234Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:09.846Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:12.708Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:15.099Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:24.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:25.504Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:26.672Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:31.577Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-01T14:38:51.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:38:58.799Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:02:50.268Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T19:02:50.268Z	click	suggested_term	rule	2025-05-01T19:02:50.268Z	train	2,573	2025-05-01T19:02:50.268Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T19:02:50.268Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>", "index": 2573, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:02:50.268Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:02:50.268Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BS56VQGF\"\n},\n {\n \"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz\"\n},\n {\n \"price\": \"$16.79\"\n},\n {\n \"bullet_list\": \"RICE WATER INFUSED FORMULA Reduces hair loss and thinning due to breakage FULL AND THICK Strengthens strands for fuller, thicker looking hair HAIR CUT CANCELED Protects strands to help hair grow strong and long so you can skip the cut CLEAN INGREDIENTS 0% Sulfates, Silicones, Parabens, Dyes, or Mineral Oil 0% Sulfated Cleansers PROTECT FROM THE INSIDE OUT Protective antioxidants, Pro-vitamin B5 and pH Balancers XL SIZE SO THAT YOU WON'T RUN OUT You will receive one 30 oz Sulfate Free Rice Water Shampoo\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Scent\": \"Rose Water - Shampoo & Conditioner (OLD VERSION)\"\n},\n {\n \"Size\": \"8 Fl Oz (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Nutrafol Conditioner, Physician-formulated for Thinning Hair, Moisturizing, Strengthening and Color Safe, Lightweight Protection\", \"asin\": \"B0B4T73DPG\", \"price\": \"$44.00\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Gentle Hydrating Shampoo, With Ceramides, Niacinamide & Hyaluronic Acid For Soft, Healthy Looking Hair & Scalp, Sulfate Free & Color Safe Shampoo, For All Hair Types, 12 Oz\", \"asin\": \"B0DV42H38H\", \"price\": \"$9.59\", \"quantity\": \"\"},\n {\"title\": \"Moroccanoil Hydrating Shampoo\", \"asin\": \"B01BVV94VW\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary\", \"asin\": \"B00JAHVSNM\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"OUAI Fine Shampoo - Volumizing Shampoo with Strengthening Keratin, Biotin & Chia Seed Oil for Fine Hair - Delivers Clean, Weightless Body - Paraben, Phthalate & Sulfate Free Hair Care (10 Fl Oz)\", \"asin\": \"B084BW599K\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Moroccanoil Hydrating Shampoo\", \"asin\": \"B01BVV94VW\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary\", \"asin\": \"B00JAHVSNM\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"Tea Tree Lemon Sage Thickening Shampoo, Builds Body + Boosts Volume, For Fine Hair\", \"asin\": \"B00139353Q\", \"price\": \"$20.00\", \"quantity\": \"\"},\n {\"title\": \"Nizoral Anti-Dandruff Shampoo with 1% Ketoconazole, Fresh Scent, 7 Fl Oz\", \"asin\": \"B00AINMFAC\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"OUAI Fine Shampoo - Volumizing Shampoo with Strengthening Keratin, Biotin & Chia Seed Oil for Fine Hair - Delivers Clean, Weightless Body - Paraben, Phthalate & Sulfate Free Hair Care (10 Fl Oz)\", \"asin\": \"B084BW599K\", \"price\": \"$32.00\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz\", \"asin\": \"B0BS56VQGF\", \"price\": \"$16.79\"},\n {\"title\": \"Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier\", \"asin\": \"B08776SLJ3\", \"price\": \"$23.24\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\"},\n {\"title\": \"TRESemm\\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz\", \"asin\": \"B076JK8PXX\", \"price\": \"$11.94\"},\n {\"title\": \"Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces\", \"asin\": \"B0BBBSMV94\", \"price\": \"$19.94\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:03:03.393Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T19:03:03.393Z	click	product_option	rule	2025-05-01T19:03:03.393Z	train	2,574	2025-05-01T19:03:03.393Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T19:02:50.268Z", "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": "" } ], "cart_items": [ {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B0BS56VQGF" }, { "title": "Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz" }, { "price": "$16.79" }, { "bullet_list": "RICE WATER INFUSED FORMULA Reduces hair loss and thinning due to breakage FULL AND THICK Strengthens strands for fuller, thicker looking hair HAIR CUT CANCELED Protects strands to help hair grow strong and long so you can skip the cut CLEAN INGREDIENTS 0% Sulfates, Silicones, Parabens, Dyes, or Mineral Oil 0% Sulfated Cleansers PROTECT FROM THE INSIDE OUT Protective antioxidants, Pro-vitamin B5 and pH Balancers XL SIZE SO THAT YOU WON'T RUN OUT You will receive one 30 oz Sulfate Free Rice Water Shampoo" } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "product_options": [ { "Scent": "Rose Water - Shampoo & Conditioner (OLD VERSION)" }, { "Size": "8 Fl Oz (Pack of 1)" } ], "promotion_items": [ {"title": "Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz", "asin": "B0CYNPWWZ2", "price": "$17.59", "quantity": ""}, {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99", "quantity": ""}, {"title": "Nutrafol Conditioner, Physician-formulated for Thinning Hair, Moisturizing, Strengthening and Color Safe, Lightweight Protection", "asin": "B0B4T73DPG", "price": "$44.00", "quantity": ""}, {"title": "CeraVe Gentle Hydrating Shampoo, With Ceramides, Niacinamide & Hyaluronic Acid For Soft, Healthy Looking Hair & Scalp, Sulfate Free & Color Safe Shampoo, For All Hair Types, 12 Oz", "asin": "B0DV42H38H", "price": "$9.59", "quantity": ""}, {"title": "Moroccanoil Hydrating Shampoo", "asin": "B01BVV94VW", "price": "$14.00", "quantity": ""}, {"title": "Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary", "asin": "B00JAHVSNM", "price": "$24.00", "quantity": ""}, {"title": "OUAI Fine Shampoo - Volumizing Shampoo with Strengthening Keratin, Biotin & Chia Seed Oil for Fine Hair - Delivers Clean, Weightless Body - Paraben, Phthalate & Sulfate Free Hair Care (10 Fl Oz)", "asin": "B084BW599K", "price": "$32.00", "quantity": ""}, {"title": "Moroccanoil Hydrating Shampoo", "asin": "B01BVV94VW", "price": "$14.00", "quantity": ""}, {"title": "Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary", "asin": "B00JAHVSNM", "price": "$24.00", "quantity": ""}, {"title": "Tea Tree Lemon Sage Thickening Shampoo, Builds Body + Boosts Volume, For Fine Hair", "asin": "B00139353Q", "price": "$20.00", "quantity": ""}, {"title": "Nizoral Anti-Dandruff Shampoo with 1% Ketoconazole, Fresh Scent, 7 Fl Oz", "asin": "B00AINMFAC", "price": "$15.88", "quantity": ""}, {"title": "Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz", "asin": "B0CYNPWWZ2", "price": "$17.59", "quantity": ""}, {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99", "quantity": ""}, {"title": "OUAI Fine Shampoo - Volumizing Shampoo with Strengthening Keratin, Biotin & Chia Seed Oil for Fine Hair - Delivers Clean, Weightless Body - Paraben, Phthalate & Sulfate Free Hair Care (10 Fl Oz)", "asin": "B084BW599K", "price": "$32.00", "quantity": ""} ], "comparison_items": [ {"title": "Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz", "asin": "B0BS56VQGF", "price": "$16.79"}, {"title": "Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier", "asin": "B08776SLJ3", "price": "$23.24"}, {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99"}, {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23"}, {"title": "TRESemm\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz", "asin": "B076JK8PXX", "price": "$11.94"}, {"title": "Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces", "asin": "B0BBBSMV94", "price": "$19.94"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T19:03:03.393Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2574, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:02:50.268Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BS56VQGF\"\n},\n {\n \"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz\"\n},\n {\n \"price\": \"$16.79\"\n},\n {\n \"bullet_list\": \"RICE WATER INFUSED FORMULA Reduces hair loss and thinning due to breakage FULL AND THICK Strengthens strands for fuller, thicker looking hair HAIR CUT CANCELED Protects strands to help hair grow strong and long so you can skip the cut CLEAN INGREDIENTS 0% Sulfates, Silicones, Parabens, Dyes, or Mineral Oil 0% Sulfated Cleansers PROTECT FROM THE INSIDE OUT Protective antioxidants, Pro-vitamin B5 and pH Balancers XL SIZE SO THAT YOU WON'T RUN OUT You will receive one 30 oz Sulfate Free Rice Water Shampoo\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Scent\": \"Rose Water - Shampoo & Conditioner (OLD VERSION)\"\n},\n {\n \"Size\": \"8 Fl Oz (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Nutrafol Conditioner, Physician-formulated for Thinning Hair, Moisturizing, Strengthening and Color Safe, Lightweight Protection\", \"asin\": \"B0B4T73DPG\", \"price\": \"$44.00\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Gentle Hydrating Shampoo, With Ceramides, Niacinamide & Hyaluronic Acid For Soft, Healthy Looking Hair & Scalp, Sulfate Free & Color Safe Shampoo, For All Hair Types, 12 Oz\", \"asin\": \"B0DV42H38H\", \"price\": \"$9.59\", \"quantity\": \"\"},\n {\"title\": \"Moroccanoil Hydrating Shampoo\", \"asin\": \"B01BVV94VW\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary\", \"asin\": \"B00JAHVSNM\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"OUAI Fine Shampoo - Volumizing Shampoo with Strengthening Keratin, Biotin & Chia Seed Oil for Fine Hair - Delivers Clean, Weightless Body - Paraben, Phthalate & Sulfate Free Hair Care (10 Fl Oz)\", \"asin\": \"B084BW599K\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Moroccanoil Hydrating Shampoo\", \"asin\": \"B01BVV94VW\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary\", \"asin\": \"B00JAHVSNM\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"Tea Tree Lemon Sage Thickening Shampoo, Builds Body + Boosts Volume, For Fine Hair\", \"asin\": \"B00139353Q\", \"price\": \"$20.00\", \"quantity\": \"\"},\n {\"title\": \"Nizoral Anti-Dandruff Shampoo with 1% Ketoconazole, Fresh Scent, 7 Fl Oz\", \"asin\": \"B00AINMFAC\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"OUAI Fine Shampoo - Volumizing Shampoo with Strengthening Keratin, Biotin & Chia Seed Oil for Fine Hair - Delivers Clean, Weightless Body - Paraben, Phthalate & Sulfate Free Hair Care (10 Fl Oz)\", \"asin\": \"B084BW599K\", \"price\": \"$32.00\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz\", \"asin\": \"B0BS56VQGF\", \"price\": \"$16.79\"},\n {\"title\": \"Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier\", \"asin\": \"B08776SLJ3\", \"price\": \"$23.24\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\"},\n {\"title\": \"TRESemm\\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz\", \"asin\": \"B076JK8PXX\", \"price\": \"$11.94\"},\n {\"title\": \"Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces\", \"asin\": \"B0BBBSMV94\", \"price\": \"$19.94\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:03:03.393Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:02:50.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T19:03:03.393Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B7KKF313\"\n},\n {\n \"title\": \"Pantene Pro-V Nutrient Blends Pure Clean & Clarify Conditioner, Silicone and Fragrance Free, 8 fl oz\"\n},\n {\n \"price\": \"$12.67\"\n},\n {\n \"bullet_list\": \"Pantene Pro-V Nutrient Blends Pure Clean & Clarify Conditioner, Silicone and Fragrance Free, 8 fl oz Fragrance free conditioner replenishes moisture to leave hair refreshed Soothing hair rinse formula provides lightweight nourishment for radiant, refreshed hair Silicone free conditioner made with a blend of pro vitamin B5 and antioxidants Pair with Pure Clean & Clarify Shampoo to remove oil and buildup. Free of fragrance, silicones, parabens, dyes and mineral oil\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Scent\": \"Unscented\"\n},\n {\n \"Size\": \"30 Fl Oz (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types\", \"asin\": \"B0DV43SH6M\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz\", \"asin\": \"B0BSR9SMWD\", \"price\": \"$15.19\", \"quantity\": \"\"},\n {\"title\": \"OUAI Medium Conditioner - Hydrating Hair Conditioner with Coconut Oil, Babassu Oil, and Keratin - Strengthens, Repairs and Adds Shine - Paraben and Phthalate Free Hair Care Products (10 Oz)\", \"asin\": \"B084BWTCYR\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Kerastase Nutritive Lait Vital Hydrating Conditioner \| Adds Moisture, Shine, and Nourishment \| Smoothing and Softening Deep Conditioner \| With Niacinamide \| For Fine to Medium Dry Hair\", \"asin\": \"B0BZZLS9HH\", \"price\": \"$45.00\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Kids 2-in-1 Hydrating Shampoo & Conditioner, Gently Cleanses, Conditions & Detangles Kids Hair, Formulated With Oat Extract, For Sensitive Skin & Scalp, Hypoallergenic, 12 fl. oz\", \"asin\": \"B0B3FVQ6L6\", \"price\": \"$8.48\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"SEEN Conditioner Eco-Refill - Scented- Non-Comedogenic & Sulfate-Free Hair Conditioner- Dermatologist-Developed -Safe for Sensitive & Acne Prone Skin\", \"asin\": \"B0BNK8XS4Q\", \"price\": \"$99.00\", \"quantity\": \"\"},\n {\"title\": \"Blu Atlas Men's Natural Conditioner - For All Hair Types - Deep Moisturizing and Scalp Soothing Vegan Sulfate and Paraben-Free- Coconut Apricot 16 oz.\", \"asin\": \"B0D3FGN317\", \"price\": \"$45.00\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Fresh Greens Shampoo + Conditioner with Rosemary, Peppermint & Cucumber to Thicken & Nourish, Clarifying & Volumizing Shampoo for Thin or Fine Hair, Paraben-Free, 12 Fl Oz, 2 Count (Pack of 1)\", \"asin\": \"B09PJ4HWCP\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types\", \"asin\": \"B0DV43SH6M\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz\", \"asin\": \"B0BSR9SMWD\", \"price\": \"$15.19\", \"quantity\": \"\"},\n {\"title\": \"Kerastase Nutritive Lait Vital Hydrating Conditioner \| Adds Moisture, Shine, and Nourishment \| Smoothing and Softening Deep Conditioner \| With Niacinamide \| For Fine to Medium Dry Hair\", \"asin\": \"B0BZZLS9HH\", \"price\": \"$45.00\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Pantene Pro-V Nutrient Blends Pure Clean & Clarify Conditioner, Silicone and Fragrance Free, 8 fl oz\", \"asin\": \"B0B7KKF313\", \"price\": \"$12.67\"},\n {\"title\": \"Pantene Micellar Conditioner, Pro-V Blends, with Aloe Gentle Moisturizing Milk, 17.9 fl oz\", \"asin\": \"B079KJ1TZJ\", \"price\": \"$16.50\"},\n {\"title\": \"Pantene Conditioner Rosewater 10.1 Ounce Sulfate-Free (300ml)\", \"asin\": \"B07QXTR2M1\", \"price\": \"$6.96\"},\n {\"title\": \"Pantene Miracle Rescue Deep Conditioner with Melting Pro-V Pearls - For Dry, Damaged, or Color-Treated Hair - Intense Moisture & Repair - 8.0 Oz\", \"asin\": \"B0CGKQ8XJT\", \"price\": \"$12.97\"},\n {\"title\": \"Pantene Dry Conditioner Mist Spray for Hair, 3.9oz, Blue - Instant Hydration and Frizz Control with Vitamin B5, Safe for Color Treated Hair, Pro-V Refresh\", \"asin\": \"B0D1PBBP9G\", \"price\": \"$20.70\"},\n {\"title\": \"Pantene Miracle Rescue Hair Mask, Intensive Bond Repair with Melting Pro-V Pearls, Melts Away Damage, Builds Bonds, Strengthens Against Damage, Deep Conditioning for Dry Damaged Hair, 10.1 fl oz\", \"asin\": \"B0CGKRDWGB\", \"price\": \"$11.83\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:03:08.525Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T19:03:08.525Z	click	product_option	rule	2025-05-01T19:03:08.525Z	train	2,575	2025-05-01T19:03:08.525Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T19:02:50.268Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T19:03:03.393Z", "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": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B0B7KKF313" }, { "title": "Pantene Pro-V Nutrient Blends Pure Clean & Clarify Conditioner, Silicone and Fragrance Free, 8 fl oz" }, { "price": "$12.67" }, { "bullet_list": "Pantene Pro-V Nutrient Blends Pure Clean & Clarify Conditioner, Silicone and Fragrance Free, 8 fl oz Fragrance free conditioner replenishes moisture to leave hair refreshed Soothing hair rinse formula provides lightweight nourishment for radiant, refreshed hair Silicone free conditioner made with a blend of pro vitamin B5 and antioxidants Pair with Pure Clean & Clarify Shampoo to remove oil and buildup. Free of fragrance, silicones, parabens, dyes and mineral oil" } ], "product_quantity": [ { "quantity": "1" } ], "product_options": [ { "Scent": "Unscented" }, { "Size": "30 Fl Oz (Pack of 1)" } ], "promotion_items": [ {"title": "CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types", "asin": "B0DV43SH6M", "price": "$8.97", "quantity": ""}, {"title": "Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz", "asin": "B0BSR9SMWD", "price": "$15.19", "quantity": ""}, {"title": "OUAI Medium Conditioner - Hydrating Hair Conditioner with Coconut Oil, Babassu Oil, and Keratin - Strengthens, Repairs and Adds Shine - Paraben and Phthalate Free Hair Care Products (10 Oz)", "asin": "B084BWTCYR", "price": "$32.00", "quantity": ""}, {"title": "Kerastase Nutritive Lait Vital Hydrating Conditioner \| Adds Moisture, Shine, and Nourishment \| Smoothing and Softening Deep Conditioner \| With Niacinamide \| For Fine to Medium Dry Hair", "asin": "B0BZZLS9HH", "price": "$45.00", "quantity": ""}, {"title": "Aveeno Kids 2-in-1 Hydrating Shampoo & Conditioner, Gently Cleanses, Conditions & Detangles Kids Hair, Formulated With Oat Extract, For Sensitive Skin & Scalp, Hypoallergenic, 12 fl. oz", "asin": "B0B3FVQ6L6", "price": "$8.48", "quantity": ""}, {"title": "Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\"", "asin": "B07D37SBHF", "price": "$32.00", "quantity": ""}, {"title": "PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair", "asin": "B00FH692PQ", "price": "$23.97", "quantity": ""}, {"title": "PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair", "asin": "B00FH692PQ", "price": "$23.97", "quantity": ""}, {"title": "SEEN Conditioner Eco-Refill - Scented- Non-Comedogenic & Sulfate-Free Hair Conditioner- Dermatologist-Developed -Safe for Sensitive & Acne Prone Skin", "asin": "B0BNK8XS4Q", "price": "$99.00", "quantity": ""}, {"title": "Blu Atlas Men's Natural Conditioner - For All Hair Types - Deep Moisturizing and Scalp Soothing Vegan Sulfate and Paraben-Free- Coconut Apricot 16 oz.", "asin": "B0D3FGN317", "price": "$45.00", "quantity": ""}, {"title": "Aveeno Fresh Greens Shampoo + Conditioner with Rosemary, Peppermint & Cucumber to Thicken & Nourish, Clarifying & Volumizing Shampoo for Thin or Fine Hair, Paraben-Free, 12 Fl Oz, 2 Count (Pack of 1)", "asin": "B09PJ4HWCP", "price": "$17.98", "quantity": ""}, {"title": "CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types", "asin": "B0DV43SH6M", "price": "$8.97", "quantity": ""}, {"title": "Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz", "asin": "B0BSR9SMWD", "price": "$15.19", "quantity": ""}, {"title": "Kerastase Nutritive Lait Vital Hydrating Conditioner \| Adds Moisture, Shine, and Nourishment \| Smoothing and Softening Deep Conditioner \| With Niacinamide \| For Fine to Medium Dry Hair", "asin": "B0BZZLS9HH", "price": "$45.00", "quantity": ""} ], "comparison_items": [ {"title": "Pantene Pro-V Nutrient Blends Pure Clean & Clarify Conditioner, Silicone and Fragrance Free, 8 fl oz", "asin": "B0B7KKF313", "price": "$12.67"}, {"title": "Pantene Micellar Conditioner, Pro-V Blends, with Aloe Gentle Moisturizing Milk, 17.9 fl oz", "asin": "B079KJ1TZJ", "price": "$16.50"}, {"title": "Pantene Conditioner Rosewater 10.1 Ounce Sulfate-Free (300ml)", "asin": "B07QXTR2M1", "price": "$6.96"}, {"title": "Pantene Miracle Rescue Deep Conditioner with Melting Pro-V Pearls - For Dry, Damaged, or Color-Treated Hair - Intense Moisture & Repair - 8.0 Oz", "asin": "B0CGKQ8XJT", "price": "$12.97"}, {"title": "Pantene Dry Conditioner Mist Spray for Hair, 3.9oz, Blue - Instant Hydration and Frizz Control with Vitamin B5, Safe for Color Treated Hair, Pro-V Refresh", "asin": "B0D1PBBP9G", "price": "$20.70"}, {"title": "Pantene Miracle Rescue Hair Mask, Intensive Bond Repair with Melting Pro-V Pearls, Melts Away Damage, Builds Bonds, Strengthens Against Damage, Deep Conditioning for Dry Damaged Hair, 10.1 fl oz", "asin": "B0CGKRDWGB", "price": "$11.83"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T19:03:08.525Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2575, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:02:50.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T19:03:03.393Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B7KKF313\"\n},\n {\n \"title\": \"Pantene Pro-V Nutrient Blends Pure Clean & Clarify Conditioner, Silicone and Fragrance Free, 8 fl oz\"\n},\n {\n \"price\": \"$12.67\"\n},\n {\n \"bullet_list\": \"Pantene Pro-V Nutrient Blends Pure Clean & Clarify Conditioner, Silicone and Fragrance Free, 8 fl oz Fragrance free conditioner replenishes moisture to leave hair refreshed Soothing hair rinse formula provides lightweight nourishment for radiant, refreshed hair Silicone free conditioner made with a blend of pro vitamin B5 and antioxidants Pair with Pure Clean & Clarify Shampoo to remove oil and buildup. Free of fragrance, silicones, parabens, dyes and mineral oil\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Scent\": \"Unscented\"\n},\n {\n \"Size\": \"30 Fl Oz (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types\", \"asin\": \"B0DV43SH6M\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz\", \"asin\": \"B0BSR9SMWD\", \"price\": \"$15.19\", \"quantity\": \"\"},\n {\"title\": \"OUAI Medium Conditioner - Hydrating Hair Conditioner with Coconut Oil, Babassu Oil, and Keratin - Strengthens, Repairs and Adds Shine - Paraben and Phthalate Free Hair Care Products (10 Oz)\", \"asin\": \"B084BWTCYR\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Kerastase Nutritive Lait Vital Hydrating Conditioner \| Adds Moisture, Shine, and Nourishment \| Smoothing and Softening Deep Conditioner \| With Niacinamide \| For Fine to Medium Dry Hair\", \"asin\": \"B0BZZLS9HH\", \"price\": \"$45.00\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Kids 2-in-1 Hydrating Shampoo & Conditioner, Gently Cleanses, Conditions & Detangles Kids Hair, Formulated With Oat Extract, For Sensitive Skin & Scalp, Hypoallergenic, 12 fl. oz\", \"asin\": \"B0B3FVQ6L6\", \"price\": \"$8.48\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"SEEN Conditioner Eco-Refill - Scented- Non-Comedogenic & Sulfate-Free Hair Conditioner- Dermatologist-Developed -Safe for Sensitive & Acne Prone Skin\", \"asin\": \"B0BNK8XS4Q\", \"price\": \"$99.00\", \"quantity\": \"\"},\n {\"title\": \"Blu Atlas Men's Natural Conditioner - For All Hair Types - Deep Moisturizing and Scalp Soothing Vegan Sulfate and Paraben-Free- Coconut Apricot 16 oz.\", \"asin\": \"B0D3FGN317\", \"price\": \"$45.00\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Fresh Greens Shampoo + Conditioner with Rosemary, Peppermint & Cucumber to Thicken & Nourish, Clarifying & Volumizing Shampoo for Thin or Fine Hair, Paraben-Free, 12 Fl Oz, 2 Count (Pack of 1)\", \"asin\": \"B09PJ4HWCP\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types\", \"asin\": \"B0DV43SH6M\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz\", \"asin\": \"B0BSR9SMWD\", \"price\": \"$15.19\", \"quantity\": \"\"},\n {\"title\": \"Kerastase Nutritive Lait Vital Hydrating Conditioner \| Adds Moisture, Shine, and Nourishment \| Smoothing and Softening Deep Conditioner \| With Niacinamide \| For Fine to Medium Dry Hair\", \"asin\": \"B0BZZLS9HH\", \"price\": \"$45.00\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Pantene Pro-V Nutrient Blends Pure Clean & Clarify Conditioner, Silicone and Fragrance Free, 8 fl oz\", \"asin\": \"B0B7KKF313\", \"price\": \"$12.67\"},\n {\"title\": \"Pantene Micellar Conditioner, Pro-V Blends, with Aloe Gentle Moisturizing Milk, 17.9 fl oz\", \"asin\": \"B079KJ1TZJ\", \"price\": \"$16.50\"},\n {\"title\": \"Pantene Conditioner Rosewater 10.1 Ounce Sulfate-Free (300ml)\", \"asin\": \"B07QXTR2M1\", \"price\": \"$6.96\"},\n {\"title\": \"Pantene Miracle Rescue Deep Conditioner with Melting Pro-V Pearls - For Dry, Damaged, or Color-Treated Hair - Intense Moisture & Repair - 8.0 Oz\", \"asin\": \"B0CGKQ8XJT\", \"price\": \"$12.97\"},\n {\"title\": \"Pantene Dry Conditioner Mist Spray for Hair, 3.9oz, Blue - Instant Hydration and Frizz Control with Vitamin B5, Safe for Color Treated Hair, Pro-V Refresh\", \"asin\": \"B0D1PBBP9G\", \"price\": \"$20.70\"},\n {\"title\": \"Pantene Miracle Rescue Hair Mask, Intensive Bond Repair with Melting Pro-V Pearls, Melts Away Damage, Builds Bonds, Strengthens Against Damage, Deep Conditioning for Dry Damaged Hair, 10.1 fl oz\", \"asin\": \"B0CGKRDWGB\", \"price\": \"$11.83\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:03:08.525Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:02:50.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T19:03:03.393Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:08.525Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BS564MR7\"\n},\n {\n \"title\": \"Pantene Rose Water Conditioner, Soothes, Replenishes Hydration, Safe for Color Treated Hair, Nutrient Infused with Vitamin B5 and Antioxidants, Pro-V Blends, 30.0 oz\"\n},\n {\n \"price\": \"$16.79\"\n},\n {\n \"bullet_list\": \"ROSE WATER INFUSED FORMULA Moisturizes and soothes dry damaged hair TOUCHABLE SOFTNESS Transforms thirsty, brittle hair into petal soft, healthy locks CLEAN INGREDIENTS 0% Sulfates, Parabens, Dyes, or Mineral Oil PROTECT FROM THE INSIDE OUT Protective antioxidants, Pro-vitamin B5 and Strengthening Lipids XL SIZE SO THAT YOU WON'T RUN OUT You will receive one 30 oz Sulfate Free Rose Water Conditioner\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Scent\": \"Rice Water - Shampoo\"\n},\n {\n \"Size\": \"30 Fl Oz (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Pantene Infinite Lengths Conditioner with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, 1 Minute Miracle, Safe for Color Treated Hair, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CXTZ62RJ\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz\", \"asin\": \"B0BSR9SMWD\", \"price\": \"$15.19\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types\", \"asin\": \"B0DV43SH6M\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"SheaMoisture Kids Conditioner for Kids Hair Mango and Carrot Sulfate Free Conditioner 7.7 oz\", \"asin\": \"B09HJBZC8B\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Biolage Volume Boost Conditioner - Weightless Moisture, Shine & Volume, For Fine Hair, Soy Protein & Polymers, Vegan & Paraben-Free, Packaging may vary\", \"asin\": \"B00JAK905M\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types\", \"asin\": \"B0DV43SH6M\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Blu Atlas Men's Natural Conditioner - For All Hair Types - Deep Moisturizing and Scalp Soothing Vegan Sulfate and Paraben-Free- Coconut Apricot 16 oz.\", \"asin\": \"B0D3FGN317\", \"price\": \"$45.00\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Maria Nila Structure Repair, For Damaged & Chemically Treated Hair, Algae Extract Rebuilds & Moisturizes, 100% Vegan & Sulfate/Paraben free\", \"asin\": \"B072C2W1BW\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Pantene Infinite Lengths Conditioner with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, 1 Minute Miracle, Safe for Color Treated Hair, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CXTZ62RJ\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz\", \"asin\": \"B0BSR9SMWD\", \"price\": \"$15.19\", \"quantity\": \"\"},\n {\"title\": \"SheaMoisture Kids Conditioner for Kids Hair Mango and Carrot Sulfate Free Conditioner 7.7 oz\", \"asin\": \"B09HJBZC8B\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Pantene Rose Water Conditioner, Soothes, Replenishes Hydration, Safe for Color Treated Hair, Nutrient Infused with Vitamin B5 and Antioxidants, Pro-V Blends, 30.0 oz\", \"asin\": \"B0BS564MR7\", \"price\": \"$16.79\"},\n {\"title\": \"Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier\", \"asin\": \"B08776SLJ3\", \"price\": \"$23.24\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\"},\n {\"title\": \"TRESemm\\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz\", \"asin\": \"B076JK8PXX\", \"price\": \"$11.94\"},\n {\"title\": \"Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces\", \"asin\": \"B0BBBSMV94\", \"price\": \"$19.94\"},\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:03:12.189Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T19:03:12.189Z	click	product_option	rule	2025-05-01T19:03:12.189Z	train	2,576	2025-05-01T19:03:12.189Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T19:02:50.268Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T19:03:03.393Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T19:03:08.525Z", "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": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B0BS564MR7" }, { "title": "Pantene Rose Water Conditioner, Soothes, Replenishes Hydration, Safe for Color Treated Hair, Nutrient Infused with Vitamin B5 and Antioxidants, Pro-V Blends, 30.0 oz" }, { "price": "$16.79" }, { "bullet_list": "ROSE WATER INFUSED FORMULA Moisturizes and soothes dry damaged hair TOUCHABLE SOFTNESS Transforms thirsty, brittle hair into petal soft, healthy locks CLEAN INGREDIENTS 0% Sulfates, Parabens, Dyes, or Mineral Oil PROTECT FROM THE INSIDE OUT Protective antioxidants, Pro-vitamin B5 and Strengthening Lipids XL SIZE SO THAT YOU WON'T RUN OUT You will receive one 30 oz Sulfate Free Rose Water Conditioner" } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "product_options": [ { "Scent": "Rice Water - Shampoo" }, { "Size": "30 Fl Oz (Pack of 1)" } ], "promotion_items": [ {"title": "Pantene Infinite Lengths Conditioner with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, 1 Minute Miracle, Safe for Color Treated Hair, Floral Scent, 30 Fl Oz", "asin": "B0CXTZ62RJ", "price": "$17.59", "quantity": ""}, {"title": "Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz", "asin": "B0BSR9SMWD", "price": "$15.19", "quantity": ""}, {"title": "CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types", "asin": "B0DV43SH6M", "price": "$8.97", "quantity": ""}, {"title": "Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\"", "asin": "B07D37SBHF", "price": "$32.00", "quantity": ""}, {"title": "SheaMoisture Kids Conditioner for Kids Hair Mango and Carrot Sulfate Free Conditioner 7.7 oz", "asin": "B09HJBZC8B", "price": "$9.99", "quantity": ""}, {"title": "Biolage Volume Boost Conditioner - Weightless Moisture, Shine & Volume, For Fine Hair, Soy Protein & Polymers, Vegan & Paraben-Free, Packaging may vary", "asin": "B00JAK905M", "price": "$24.00", "quantity": ""}, {"title": "PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair", "asin": "B00FH692PQ", "price": "$23.97", "quantity": ""}, {"title": "CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types", "asin": "B0DV43SH6M", "price": "$8.97", "quantity": ""}, {"title": "Blu Atlas Men's Natural Conditioner - For All Hair Types - Deep Moisturizing and Scalp Soothing Vegan Sulfate and Paraben-Free- Coconut Apricot 16 oz.", "asin": "B0D3FGN317", "price": "$45.00", "quantity": ""}, {"title": "Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\"", "asin": "B07D37SBHF", "price": "$32.00", "quantity": ""}, {"title": "Maria Nila Structure Repair, For Damaged & Chemically Treated Hair, Algae Extract Rebuilds & Moisturizes, 100% Vegan & Sulfate/Paraben free", "asin": "B072C2W1BW", "price": "$32.00", "quantity": ""}, {"title": "Pantene Infinite Lengths Conditioner with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, 1 Minute Miracle, Safe for Color Treated Hair, Floral Scent, 30 Fl Oz", "asin": "B0CXTZ62RJ", "price": "$17.59", "quantity": ""}, {"title": "Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz", "asin": "B0BSR9SMWD", "price": "$15.19", "quantity": ""}, {"title": "SheaMoisture Kids Conditioner for Kids Hair Mango and Carrot Sulfate Free Conditioner 7.7 oz", "asin": "B09HJBZC8B", "price": "$9.99", "quantity": ""} ], "comparison_items": [ {"title": "Pantene Rose Water Conditioner, Soothes, Replenishes Hydration, Safe for Color Treated Hair, Nutrient Infused with Vitamin B5 and Antioxidants, Pro-V Blends, 30.0 oz", "asin": "B0BS564MR7", "price": "$16.79"}, {"title": "Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier", "asin": "B08776SLJ3", "price": "$23.24"}, {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23"}, {"title": "TRESemm\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz", "asin": "B076JK8PXX", "price": "$11.94"}, {"title": "Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces", "asin": "B0BBBSMV94", "price": "$19.94"}, {"title": "Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz", "asin": "B0CYNPWWZ2", "price": "$17.59"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T19:03:12.189Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2576, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:02:50.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T19:03:03.393Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:08.525Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BS564MR7\"\n},\n {\n \"title\": \"Pantene Rose Water Conditioner, Soothes, Replenishes Hydration, Safe for Color Treated Hair, Nutrient Infused with Vitamin B5 and Antioxidants, Pro-V Blends, 30.0 oz\"\n},\n {\n \"price\": \"$16.79\"\n},\n {\n \"bullet_list\": \"ROSE WATER INFUSED FORMULA Moisturizes and soothes dry damaged hair TOUCHABLE SOFTNESS Transforms thirsty, brittle hair into petal soft, healthy locks CLEAN INGREDIENTS 0% Sulfates, Parabens, Dyes, or Mineral Oil PROTECT FROM THE INSIDE OUT Protective antioxidants, Pro-vitamin B5 and Strengthening Lipids XL SIZE SO THAT YOU WON'T RUN OUT You will receive one 30 oz Sulfate Free Rose Water Conditioner\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Scent\": \"Rice Water - Shampoo\"\n},\n {\n \"Size\": \"30 Fl Oz (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Pantene Infinite Lengths Conditioner with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, 1 Minute Miracle, Safe for Color Treated Hair, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CXTZ62RJ\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz\", \"asin\": \"B0BSR9SMWD\", \"price\": \"$15.19\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types\", \"asin\": \"B0DV43SH6M\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"SheaMoisture Kids Conditioner for Kids Hair Mango and Carrot Sulfate Free Conditioner 7.7 oz\", \"asin\": \"B09HJBZC8B\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Biolage Volume Boost Conditioner - Weightless Moisture, Shine & Volume, For Fine Hair, Soy Protein & Polymers, Vegan & Paraben-Free, Packaging may vary\", \"asin\": \"B00JAK905M\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types\", \"asin\": \"B0DV43SH6M\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Blu Atlas Men's Natural Conditioner - For All Hair Types - Deep Moisturizing and Scalp Soothing Vegan Sulfate and Paraben-Free- Coconut Apricot 16 oz.\", \"asin\": \"B0D3FGN317\", \"price\": \"$45.00\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Maria Nila Structure Repair, For Damaged & Chemically Treated Hair, Algae Extract Rebuilds & Moisturizes, 100% Vegan & Sulfate/Paraben free\", \"asin\": \"B072C2W1BW\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Pantene Infinite Lengths Conditioner with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, 1 Minute Miracle, Safe for Color Treated Hair, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CXTZ62RJ\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz\", \"asin\": \"B0BSR9SMWD\", \"price\": \"$15.19\", \"quantity\": \"\"},\n {\"title\": \"SheaMoisture Kids Conditioner for Kids Hair Mango and Carrot Sulfate Free Conditioner 7.7 oz\", \"asin\": \"B09HJBZC8B\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Pantene Rose Water Conditioner, Soothes, Replenishes Hydration, Safe for Color Treated Hair, Nutrient Infused with Vitamin B5 and Antioxidants, Pro-V Blends, 30.0 oz\", \"asin\": \"B0BS564MR7\", \"price\": \"$16.79\"},\n {\"title\": \"Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier\", \"asin\": \"B08776SLJ3\", \"price\": \"$23.24\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\"},\n {\"title\": \"TRESemm\\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz\", \"asin\": \"B076JK8PXX\", \"price\": \"$11.94\"},\n {\"title\": \"Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces\", \"asin\": \"B0BBBSMV94\", \"price\": \"$19.94\"},\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:03:12.189Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:02:50.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T19:03:03.393Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:08.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:12.189Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BS56VQGF\"\n},\n {\n \"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz\"\n},\n {\n \"price\": \"$16.79\"\n},\n {\n \"bullet_list\": \"RICE WATER INFUSED FORMULA Reduces hair loss and thinning due to breakage FULL AND THICK Strengthens strands for fuller, thicker looking hair HAIR CUT CANCELED Protects strands to help hair grow strong and long so you can skip the cut CLEAN INGREDIENTS 0% Sulfates, Silicones, Parabens, Dyes, or Mineral Oil 0% Sulfated Cleansers PROTECT FROM THE INSIDE OUT Protective antioxidants, Pro-vitamin B5 and pH Balancers XL SIZE SO THAT YOU WON'T RUN OUT You will receive one 30 oz Sulfate Free Rice Water Shampoo\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Scent\": \"Rice Water - Shampoo\"\n},\n {\n \"Size\": \"35.8 Fl Oz (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Moroccanoil Hydrating Shampoo\", \"asin\": \"B01BVV94VW\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Nutrafol Conditioner, Physician-formulated for Thinning Hair, Moisturizing, Strengthening and Color Safe, Lightweight Protection\", \"asin\": \"B0B4T73DPG\", \"price\": \"$44.00\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Gentle Hydrating Shampoo, With Ceramides, Niacinamide & Hyaluronic Acid For Soft, Healthy Looking Hair & Scalp, Sulfate Free & Color Safe Shampoo, For All Hair Types, 12 Oz\", \"asin\": \"B0DV42H38H\", \"price\": \"$9.59\", \"quantity\": \"\"},\n {\"title\": \"Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary\", \"asin\": \"B00JAHVSNM\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"Moroccanoil Hydrating Shampoo\", \"asin\": \"B01BVV94VW\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary\", \"asin\": \"B00JAHVSNM\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Divi Hydrating Shampoo for Women and Men - Gently Cleanses and Removes Scalp Buildup - Hydrates, Strengthens, and Nourishes Hair - Vegan, Cruelty-Free, Paraben-Free, 12 Fl Oz\", \"asin\": \"B0DFF7DKCC\", \"price\": \"$22.40\", \"quantity\": \"\"},\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 4 Bond Maintenance Shampoo, Repairs, Strengthens, & Nourishes All Hair Types, Adds Shine & Leaves Hair Feeling Soft, 8.5 fl oz\", \"asin\": \"B07D37PQGL\", \"price\": \"$32.00\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz\", \"asin\": \"B0BS56VQGF\", \"price\": \"$16.79\"},\n {\"title\": \"Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier\", \"asin\": \"B08776SLJ3\", \"price\": \"$23.24\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\"},\n {\"title\": \"TRESemm\\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz\", \"asin\": \"B076JK8PXX\", \"price\": \"$11.94\"},\n {\"title\": \"Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces\", \"asin\": \"B0BBBSMV94\", \"price\": \"$19.94\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:03:18.181Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T19:03:18.181Z	click	product_option	rule	2025-05-01T19:03:18.181Z	train	2,577	2025-05-01T19:03:18.181Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T19:02:50.268Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T19:03:03.393Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T19:03:08.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T19:03:12.189Z", "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": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B0BS56VQGF" }, { "title": "Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz" }, { "price": "$16.79" }, { "bullet_list": "RICE WATER INFUSED FORMULA Reduces hair loss and thinning due to breakage FULL AND THICK Strengthens strands for fuller, thicker looking hair HAIR CUT CANCELED Protects strands to help hair grow strong and long so you can skip the cut CLEAN INGREDIENTS 0% Sulfates, Silicones, Parabens, Dyes, or Mineral Oil 0% Sulfated Cleansers PROTECT FROM THE INSIDE OUT Protective antioxidants, Pro-vitamin B5 and pH Balancers XL SIZE SO THAT YOU WON'T RUN OUT You will receive one 30 oz Sulfate Free Rice Water Shampoo" } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "product_options": [ { "Scent": "Rice Water - Shampoo" }, { "Size": "35.8 Fl Oz (Pack of 1)" } ], "promotion_items": [ {"title": "Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz", "asin": "B0CYNPWWZ2", "price": "$17.59", "quantity": ""}, {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99", "quantity": ""}, {"title": "Moroccanoil Hydrating Shampoo", "asin": "B01BVV94VW", "price": "$14.00", "quantity": ""}, {"title": "PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair", "asin": "B00FH692PQ", "price": "$23.97", "quantity": ""}, {"title": "Nutrafol Conditioner, Physician-formulated for Thinning Hair, Moisturizing, Strengthening and Color Safe, Lightweight Protection", "asin": "B0B4T73DPG", "price": "$44.00", "quantity": ""}, {"title": "CeraVe Gentle Hydrating Shampoo, With Ceramides, Niacinamide & Hyaluronic Acid For Soft, Healthy Looking Hair & Scalp, Sulfate Free & Color Safe Shampoo, For All Hair Types, 12 Oz", "asin": "B0DV42H38H", "price": "$9.59", "quantity": ""}, {"title": "Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary", "asin": "B00JAHVSNM", "price": "$24.00", "quantity": ""}, {"title": "Moroccanoil Hydrating Shampoo", "asin": "B01BVV94VW", "price": "$14.00", "quantity": ""}, {"title": "Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary", "asin": "B00JAHVSNM", "price": "$24.00", "quantity": ""}, {"title": "PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair", "asin": "B00FH692PQ", "price": "$23.97", "quantity": ""}, {"title": "Divi Hydrating Shampoo for Women and Men - Gently Cleanses and Removes Scalp Buildup - Hydrates, Strengthens, and Nourishes Hair - Vegan, Cruelty-Free, Paraben-Free, 12 Fl Oz", "asin": "B0DFF7DKCC", "price": "$22.40", "quantity": ""}, {"title": "Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz", "asin": "B0CYNPWWZ2", "price": "$17.59", "quantity": ""}, {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99", "quantity": ""}, {"title": "Olaplex No. 4 Bond Maintenance Shampoo, Repairs, Strengthens, & Nourishes All Hair Types, Adds Shine & Leaves Hair Feeling Soft, 8.5 fl oz", "asin": "B07D37PQGL", "price": "$32.00", "quantity": ""} ], "comparison_items": [ {"title": "Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz", "asin": "B0BS56VQGF", "price": "$16.79"}, {"title": "Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier", "asin": "B08776SLJ3", "price": "$23.24"}, {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99"}, {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23"}, {"title": "TRESemm\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz", "asin": "B076JK8PXX", "price": "$11.94"}, {"title": "Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces", "asin": "B0BBBSMV94", "price": "$19.94"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T19:03:18.181Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2577, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:02:50.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T19:03:03.393Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:08.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:12.189Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BS56VQGF\"\n},\n {\n \"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz\"\n},\n {\n \"price\": \"$16.79\"\n},\n {\n \"bullet_list\": \"RICE WATER INFUSED FORMULA Reduces hair loss and thinning due to breakage FULL AND THICK Strengthens strands for fuller, thicker looking hair HAIR CUT CANCELED Protects strands to help hair grow strong and long so you can skip the cut CLEAN INGREDIENTS 0% Sulfates, Silicones, Parabens, Dyes, or Mineral Oil 0% Sulfated Cleansers PROTECT FROM THE INSIDE OUT Protective antioxidants, Pro-vitamin B5 and pH Balancers XL SIZE SO THAT YOU WON'T RUN OUT You will receive one 30 oz Sulfate Free Rice Water Shampoo\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Scent\": \"Rice Water - Shampoo\"\n},\n {\n \"Size\": \"35.8 Fl Oz (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Moroccanoil Hydrating Shampoo\", \"asin\": \"B01BVV94VW\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Nutrafol Conditioner, Physician-formulated for Thinning Hair, Moisturizing, Strengthening and Color Safe, Lightweight Protection\", \"asin\": \"B0B4T73DPG\", \"price\": \"$44.00\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Gentle Hydrating Shampoo, With Ceramides, Niacinamide & Hyaluronic Acid For Soft, Healthy Looking Hair & Scalp, Sulfate Free & Color Safe Shampoo, For All Hair Types, 12 Oz\", \"asin\": \"B0DV42H38H\", \"price\": \"$9.59\", \"quantity\": \"\"},\n {\"title\": \"Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary\", \"asin\": \"B00JAHVSNM\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"Moroccanoil Hydrating Shampoo\", \"asin\": \"B01BVV94VW\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary\", \"asin\": \"B00JAHVSNM\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Divi Hydrating Shampoo for Women and Men - Gently Cleanses and Removes Scalp Buildup - Hydrates, Strengthens, and Nourishes Hair - Vegan, Cruelty-Free, Paraben-Free, 12 Fl Oz\", \"asin\": \"B0DFF7DKCC\", \"price\": \"$22.40\", \"quantity\": \"\"},\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 4 Bond Maintenance Shampoo, Repairs, Strengthens, & Nourishes All Hair Types, Adds Shine & Leaves Hair Feeling Soft, 8.5 fl oz\", \"asin\": \"B07D37PQGL\", \"price\": \"$32.00\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz\", \"asin\": \"B0BS56VQGF\", \"price\": \"$16.79\"},\n {\"title\": \"Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier\", \"asin\": \"B08776SLJ3\", \"price\": \"$23.24\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\"},\n {\"title\": \"TRESemm\\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz\", \"asin\": \"B076JK8PXX\", \"price\": \"$11.94\"},\n {\"title\": \"Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces\", \"asin\": \"B0BBBSMV94\", \"price\": \"$19.94\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:03:18.181Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:02:50.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T19:03:03.393Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:08.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:12.189Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:18.181Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B07N3BN1KS\"\n},\n {\n \"title\": \"Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hair Types, Safe for Color Treated Hair, Pro-V Blend, 17.9 Fl Oz Each, 2 Pack\"\n},\n {\n \"price\": \"$24.99\"\n},\n {\n \"bullet_list\": \"NOURISHING MOISTURE Shampoo and conditioner deliver soothing moisture and gently cleanse dry or damaged hair\\u200b without stripping nutrients SOOTHING HYDRATION Nutrient blend with rose extract SLS Free Shampoo transforms hair into petal-soft locks HAIR-LOVING INGREDIENTS Contains pro-vitamins B5 and B3, antioxidants, and rose water; sulfate free, paraben free, silicone free, without dyes or mineral oil \\u200b SULFATE-FREE LUXURY HAIR REPAIR, without the $50 price tag HYDRATING SCENTED SHAMPOO AND CONDITIONER SET Set includes one 17.9 oz bottle of shampoo and one 17.9 oz bottle of conditioner\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Scent\": \"Rose Water - Shampoo & Conditioner (OLD VERSION)\"\n},\n {\n \"Size\": \"30 Fl Oz (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance\", \"asin\": \"B0B9T85DHH\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV3RGW2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Hydrating Anti Dandruff Shampoo and Conditioner Set, Pyrithione Zinc Dandruff Treatment With Ceramides, Hyaluronic Acid & Niacinamide, Helps Elimanate Flakes & Reduce Itchy Scalp\", \"asin\": \"B0DZQLPPMW\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"Raw Sugar Moisture Smoothie Shampoo and Conditioner with Coconut Oil, Agave, & Sweet Almond Milk, Hydrates & Nourishes Dry Hair, Formulated without Sulfates + Parabens\", \"asin\": \"B0BXV4N9Y2\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"Biolage Color Last Shampoo & Conditioner Set - Helps Protect Hair and Maintain Vibrant Color For Color-Treated Hair, Paraben & Silicone-Free, Vegan, Packaging May Vary\", \"asin\": \"B09BZPVG4W\", \"price\": \"$48.00\", \"quantity\": \"\"},\n {\"title\": \"Herbal Essences Sulfate Free Shampoo with Honey for Daily Moisture, Nourishes Dry Hair, Moisturizing Shampoo with Certified Camellia Oil and Aloe Vera, Lightweight For All Hair Types, 33.8oz\", \"asin\": \"B0CP6CX9RB\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"SEEN Conditioner, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Conditioner- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin\", \"asin\": \"B0B2QJSFCQ\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"SEEN Shampoo, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Shampoo- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin\", \"asin\": \"B0B2QHS72Y\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"OUAI Fine Shampoo and Conditioner Set - Sulfate Free Shampoo and Conditioner for Fine Hair - Made with Keratin, Marshmallow Root, Shea Butter & Avocado Oil - Free of Parabens & Phthalates (10 Fl Oz)\", \"asin\": \"B084ZWKJ8S\", \"price\": \"$64.00\", \"quantity\": \"\"},\n {\"title\": \"Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance\", \"asin\": \"B0B9T85DHH\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV3RGW2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hair Types, Safe for Color Treated Hair, Pro-V Blend, 17.9 Fl Oz Each, 2 Pack\", \"asin\": \"B07N3BN1KS\", \"price\": \"$24.99\"},\n {\"title\": \"Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier\", \"asin\": \"B08776SLJ3\", \"price\": \"$23.24\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\"},\n {\"title\": \"TRESemm\\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz\", \"asin\": \"B076JK8PXX\", \"price\": \"$11.94\"},\n {\"title\": \"Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces\", \"asin\": \"B0BBBSMV94\", \"price\": \"$19.94\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:03:26.047Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T19:03:26.047Z	click	product_option	rule	2025-05-01T19:03:26.047Z	train	2,578	2025-05-01T19:03:26.047Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T19:02:50.268Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T19:03:03.393Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T19:03:08.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T19:03:12.189Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T19:03:18.181Z", "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": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B07N3BN1KS" }, { "title": "Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hair Types, Safe for Color Treated Hair, Pro-V Blend, 17.9 Fl Oz Each, 2 Pack" }, { "price": "$24.99" }, { "bullet_list": "NOURISHING MOISTURE Shampoo and conditioner deliver soothing moisture and gently cleanse dry or damaged hair\u200b without stripping nutrients SOOTHING HYDRATION Nutrient blend with rose extract SLS Free Shampoo transforms hair into petal-soft locks HAIR-LOVING INGREDIENTS Contains pro-vitamins B5 and B3, antioxidants, and rose water; sulfate free, paraben free, silicone free, without dyes or mineral oil \u200b SULFATE-FREE LUXURY HAIR REPAIR, without the $50 price tag HYDRATING SCENTED SHAMPOO AND CONDITIONER SET Set includes one 17.9 oz bottle of shampoo and one 17.9 oz bottle of conditioner" } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "product_options": [ { "Scent": "Rose Water - Shampoo & Conditioner (OLD VERSION)" }, { "Size": "30 Fl Oz (Pack of 1)" } ], "promotion_items": [ {"title": "Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance", "asin": "B0B9T85DHH", "price": "$22.97", "quantity": ""}, {"title": "Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV3RGW2", "price": "$19.99", "quantity": ""}, {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23", "quantity": ""}, {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99", "quantity": ""}, {"title": "CeraVe Hydrating Anti Dandruff Shampoo and Conditioner Set, Pyrithione Zinc Dandruff Treatment With Ceramides, Hyaluronic Acid & Niacinamide, Helps Elimanate Flakes & Reduce Itchy Scalp", "asin": "B0DZQLPPMW", "price": "$19.94", "quantity": ""}, {"title": "Raw Sugar Moisture Smoothie Shampoo and Conditioner with Coconut Oil, Agave, & Sweet Almond Milk, Hydrates & Nourishes Dry Hair, Formulated without Sulfates + Parabens", "asin": "B0BXV4N9Y2", "price": "$19.94", "quantity": ""}, {"title": "Biolage Color Last Shampoo & Conditioner Set - Helps Protect Hair and Maintain Vibrant Color For Color-Treated Hair, Paraben & Silicone-Free, Vegan, Packaging May Vary", "asin": "B09BZPVG4W", "price": "$48.00", "quantity": ""}, {"title": "Herbal Essences Sulfate Free Shampoo with Honey for Daily Moisture, Nourishes Dry Hair, Moisturizing Shampoo with Certified Camellia Oil and Aloe Vera, Lightweight For All Hair Types, 33.8oz", "asin": "B0CP6CX9RB", "price": "$17.59", "quantity": ""}, {"title": "SEEN Conditioner, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Conditioner- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin", "asin": "B0B2QJSFCQ", "price": "$29.00", "quantity": ""}, {"title": "SEEN Shampoo, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Shampoo- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin", "asin": "B0B2QHS72Y", "price": "$29.00", "quantity": ""}, {"title": "OUAI Fine Shampoo and Conditioner Set - Sulfate Free Shampoo and Conditioner for Fine Hair - Made with Keratin, Marshmallow Root, Shea Butter & Avocado Oil - Free of Parabens & Phthalates (10 Fl Oz)", "asin": "B084ZWKJ8S", "price": "$64.00", "quantity": ""}, {"title": "Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance", "asin": "B0B9T85DHH", "price": "$22.97", "quantity": ""}, {"title": "Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV3RGW2", "price": "$19.99", "quantity": ""}, {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23", "quantity": ""} ], "comparison_items": [ {"title": "Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hair Types, Safe for Color Treated Hair, Pro-V Blend, 17.9 Fl Oz Each, 2 Pack", "asin": "B07N3BN1KS", "price": "$24.99"}, {"title": "Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier", "asin": "B08776SLJ3", "price": "$23.24"}, {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99"}, {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23"}, {"title": "TRESemm\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz", "asin": "B076JK8PXX", "price": "$11.94"}, {"title": "Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces", "asin": "B0BBBSMV94", "price": "$19.94"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T19:03:26.047Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2578, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:02:50.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T19:03:03.393Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:08.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:12.189Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:18.181Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B07N3BN1KS\"\n},\n {\n \"title\": \"Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hair Types, Safe for Color Treated Hair, Pro-V Blend, 17.9 Fl Oz Each, 2 Pack\"\n},\n {\n \"price\": \"$24.99\"\n},\n {\n \"bullet_list\": \"NOURISHING MOISTURE Shampoo and conditioner deliver soothing moisture and gently cleanse dry or damaged hair\\u200b without stripping nutrients SOOTHING HYDRATION Nutrient blend with rose extract SLS Free Shampoo transforms hair into petal-soft locks HAIR-LOVING INGREDIENTS Contains pro-vitamins B5 and B3, antioxidants, and rose water; sulfate free, paraben free, silicone free, without dyes or mineral oil \\u200b SULFATE-FREE LUXURY HAIR REPAIR, without the $50 price tag HYDRATING SCENTED SHAMPOO AND CONDITIONER SET Set includes one 17.9 oz bottle of shampoo and one 17.9 oz bottle of conditioner\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Scent\": \"Rose Water - Shampoo & Conditioner (OLD VERSION)\"\n},\n {\n \"Size\": \"30 Fl Oz (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance\", \"asin\": \"B0B9T85DHH\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV3RGW2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Hydrating Anti Dandruff Shampoo and Conditioner Set, Pyrithione Zinc Dandruff Treatment With Ceramides, Hyaluronic Acid & Niacinamide, Helps Elimanate Flakes & Reduce Itchy Scalp\", \"asin\": \"B0DZQLPPMW\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"Raw Sugar Moisture Smoothie Shampoo and Conditioner with Coconut Oil, Agave, & Sweet Almond Milk, Hydrates & Nourishes Dry Hair, Formulated without Sulfates + Parabens\", \"asin\": \"B0BXV4N9Y2\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"Biolage Color Last Shampoo & Conditioner Set - Helps Protect Hair and Maintain Vibrant Color For Color-Treated Hair, Paraben & Silicone-Free, Vegan, Packaging May Vary\", \"asin\": \"B09BZPVG4W\", \"price\": \"$48.00\", \"quantity\": \"\"},\n {\"title\": \"Herbal Essences Sulfate Free Shampoo with Honey for Daily Moisture, Nourishes Dry Hair, Moisturizing Shampoo with Certified Camellia Oil and Aloe Vera, Lightweight For All Hair Types, 33.8oz\", \"asin\": \"B0CP6CX9RB\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"SEEN Conditioner, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Conditioner- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin\", \"asin\": \"B0B2QJSFCQ\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"SEEN Shampoo, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Shampoo- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin\", \"asin\": \"B0B2QHS72Y\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"OUAI Fine Shampoo and Conditioner Set - Sulfate Free Shampoo and Conditioner for Fine Hair - Made with Keratin, Marshmallow Root, Shea Butter & Avocado Oil - Free of Parabens & Phthalates (10 Fl Oz)\", \"asin\": \"B084ZWKJ8S\", \"price\": \"$64.00\", \"quantity\": \"\"},\n {\"title\": \"Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance\", \"asin\": \"B0B9T85DHH\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV3RGW2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hair Types, Safe for Color Treated Hair, Pro-V Blend, 17.9 Fl Oz Each, 2 Pack\", \"asin\": \"B07N3BN1KS\", \"price\": \"$24.99\"},\n {\"title\": \"Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier\", \"asin\": \"B08776SLJ3\", \"price\": \"$23.24\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\"},\n {\"title\": \"TRESemm\\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz\", \"asin\": \"B076JK8PXX\", \"price\": \"$11.94\"},\n {\"title\": \"Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces\", \"asin\": \"B0BBBSMV94\", \"price\": \"$19.94\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:03:26.047Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:02:50.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T19:03:03.393Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:08.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:12.189Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:18.181Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:26.047Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BS564MR7\"\n},\n {\n \"title\": \"Pantene Rose Water Conditioner, Soothes, Replenishes Hydration, Safe for Color Treated Hair, Nutrient Infused with Vitamin B5 and Antioxidants, Pro-V Blends, 30.0 oz\"\n},\n {\n \"price\": \"$16.79\"\n},\n {\n \"bullet_list\": \"ROSE WATER INFUSED FORMULA Moisturizes and soothes dry damaged hair TOUCHABLE SOFTNESS Transforms thirsty, brittle hair into petal soft, healthy locks CLEAN INGREDIENTS 0% Sulfates, Parabens, Dyes, or Mineral Oil PROTECT FROM THE INSIDE OUT Protective antioxidants, Pro-vitamin B5 and Strengthening Lipids XL SIZE SO THAT YOU WON'T RUN OUT You will receive one 30 oz Sulfate Free Rose Water Conditioner\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Scent\": \"Rice Water - Shampoo\"\n},\n {\n \"Size\": \"30 Fl Oz (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Pantene Infinite Lengths Conditioner with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, 1 Minute Miracle, Safe for Color Treated Hair, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CXTZ62RJ\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz\", \"asin\": \"B0BSR9SMWD\", \"price\": \"$15.19\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types\", \"asin\": \"B0DV43SH6M\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"SheaMoisture Kids Conditioner for Kids Hair Mango and Carrot Sulfate Free Conditioner 7.7 oz\", \"asin\": \"B09HJBZC8B\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Biolage Volume Boost Conditioner - Weightless Moisture, Shine & Volume, For Fine Hair, Soy Protein & Polymers, Vegan & Paraben-Free, Packaging may vary\", \"asin\": \"B00JAK905M\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types\", \"asin\": \"B0DV43SH6M\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Blu Atlas Men's Natural Conditioner - For All Hair Types - Deep Moisturizing and Scalp Soothing Vegan Sulfate and Paraben-Free- Coconut Apricot 16 oz.\", \"asin\": \"B0D3FGN317\", \"price\": \"$45.00\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Maria Nila Structure Repair, For Damaged & Chemically Treated Hair, Algae Extract Rebuilds & Moisturizes, 100% Vegan & Sulfate/Paraben free\", \"asin\": \"B072C2W1BW\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Pantene Infinite Lengths Conditioner with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, 1 Minute Miracle, Safe for Color Treated Hair, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CXTZ62RJ\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz\", \"asin\": \"B0BSR9SMWD\", \"price\": \"$15.19\", \"quantity\": \"\"},\n {\"title\": \"SheaMoisture Kids Conditioner for Kids Hair Mango and Carrot Sulfate Free Conditioner 7.7 oz\", \"asin\": \"B09HJBZC8B\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Pantene Rose Water Conditioner, Soothes, Replenishes Hydration, Safe for Color Treated Hair, Nutrient Infused with Vitamin B5 and Antioxidants, Pro-V Blends, 30.0 oz\", \"asin\": \"B0BS564MR7\", \"price\": \"$16.79\"},\n {\"title\": \"Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier\", \"asin\": \"B08776SLJ3\", \"price\": \"$23.24\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\"},\n {\"title\": \"TRESemm\\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz\", \"asin\": \"B076JK8PXX\", \"price\": \"$11.94\"},\n {\"title\": \"Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces\", \"asin\": \"B0BBBSMV94\", \"price\": \"$19.94\"},\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:03:29.459Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T19:03:29.459Z	click	product_option	rule	2025-05-01T19:03:29.459Z	train	2,579	2025-05-01T19:03:29.459Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T19:02:50.268Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T19:03:03.393Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T19:03:08.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T19:03:12.189Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T19:03:18.181Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T19:03:26.047Z", "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": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B0BS564MR7" }, { "title": "Pantene Rose Water Conditioner, Soothes, Replenishes Hydration, Safe for Color Treated Hair, Nutrient Infused with Vitamin B5 and Antioxidants, Pro-V Blends, 30.0 oz" }, { "price": "$16.79" }, { "bullet_list": "ROSE WATER INFUSED FORMULA Moisturizes and soothes dry damaged hair TOUCHABLE SOFTNESS Transforms thirsty, brittle hair into petal soft, healthy locks CLEAN INGREDIENTS 0% Sulfates, Parabens, Dyes, or Mineral Oil PROTECT FROM THE INSIDE OUT Protective antioxidants, Pro-vitamin B5 and Strengthening Lipids XL SIZE SO THAT YOU WON'T RUN OUT You will receive one 30 oz Sulfate Free Rose Water Conditioner" } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "product_options": [ { "Scent": "Rice Water - Shampoo" }, { "Size": "30 Fl Oz (Pack of 1)" } ], "promotion_items": [ {"title": "Pantene Infinite Lengths Conditioner with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, 1 Minute Miracle, Safe for Color Treated Hair, Floral Scent, 30 Fl Oz", "asin": "B0CXTZ62RJ", "price": "$17.59", "quantity": ""}, {"title": "Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz", "asin": "B0BSR9SMWD", "price": "$15.19", "quantity": ""}, {"title": "CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types", "asin": "B0DV43SH6M", "price": "$8.97", "quantity": ""}, {"title": "Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\"", "asin": "B07D37SBHF", "price": "$32.00", "quantity": ""}, {"title": "SheaMoisture Kids Conditioner for Kids Hair Mango and Carrot Sulfate Free Conditioner 7.7 oz", "asin": "B09HJBZC8B", "price": "$9.99", "quantity": ""}, {"title": "Biolage Volume Boost Conditioner - Weightless Moisture, Shine & Volume, For Fine Hair, Soy Protein & Polymers, Vegan & Paraben-Free, Packaging may vary", "asin": "B00JAK905M", "price": "$24.00", "quantity": ""}, {"title": "PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair", "asin": "B00FH692PQ", "price": "$23.97", "quantity": ""}, {"title": "CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types", "asin": "B0DV43SH6M", "price": "$8.97", "quantity": ""}, {"title": "Blu Atlas Men's Natural Conditioner - For All Hair Types - Deep Moisturizing and Scalp Soothing Vegan Sulfate and Paraben-Free- Coconut Apricot 16 oz.", "asin": "B0D3FGN317", "price": "$45.00", "quantity": ""}, {"title": "Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\"", "asin": "B07D37SBHF", "price": "$32.00", "quantity": ""}, {"title": "Maria Nila Structure Repair, For Damaged & Chemically Treated Hair, Algae Extract Rebuilds & Moisturizes, 100% Vegan & Sulfate/Paraben free", "asin": "B072C2W1BW", "price": "$32.00", "quantity": ""}, {"title": "Pantene Infinite Lengths Conditioner with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, 1 Minute Miracle, Safe for Color Treated Hair, Floral Scent, 30 Fl Oz", "asin": "B0CXTZ62RJ", "price": "$17.59", "quantity": ""}, {"title": "Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz", "asin": "B0BSR9SMWD", "price": "$15.19", "quantity": ""}, {"title": "SheaMoisture Kids Conditioner for Kids Hair Mango and Carrot Sulfate Free Conditioner 7.7 oz", "asin": "B09HJBZC8B", "price": "$9.99", "quantity": ""} ], "comparison_items": [ {"title": "Pantene Rose Water Conditioner, Soothes, Replenishes Hydration, Safe for Color Treated Hair, Nutrient Infused with Vitamin B5 and Antioxidants, Pro-V Blends, 30.0 oz", "asin": "B0BS564MR7", "price": "$16.79"}, {"title": "Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier", "asin": "B08776SLJ3", "price": "$23.24"}, {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23"}, {"title": "TRESemm\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz", "asin": "B076JK8PXX", "price": "$11.94"}, {"title": "Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces", "asin": "B0BBBSMV94", "price": "$19.94"}, {"title": "Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz", "asin": "B0CYNPWWZ2", "price": "$17.59"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T19:03:29.459Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2579, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:02:50.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T19:03:03.393Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:08.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:12.189Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:18.181Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:26.047Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BS564MR7\"\n},\n {\n \"title\": \"Pantene Rose Water Conditioner, Soothes, Replenishes Hydration, Safe for Color Treated Hair, Nutrient Infused with Vitamin B5 and Antioxidants, Pro-V Blends, 30.0 oz\"\n},\n {\n \"price\": \"$16.79\"\n},\n {\n \"bullet_list\": \"ROSE WATER INFUSED FORMULA Moisturizes and soothes dry damaged hair TOUCHABLE SOFTNESS Transforms thirsty, brittle hair into petal soft, healthy locks CLEAN INGREDIENTS 0% Sulfates, Parabens, Dyes, or Mineral Oil PROTECT FROM THE INSIDE OUT Protective antioxidants, Pro-vitamin B5 and Strengthening Lipids XL SIZE SO THAT YOU WON'T RUN OUT You will receive one 30 oz Sulfate Free Rose Water Conditioner\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Scent\": \"Rice Water - Shampoo\"\n},\n {\n \"Size\": \"30 Fl Oz (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Pantene Infinite Lengths Conditioner with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, 1 Minute Miracle, Safe for Color Treated Hair, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CXTZ62RJ\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz\", \"asin\": \"B0BSR9SMWD\", \"price\": \"$15.19\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types\", \"asin\": \"B0DV43SH6M\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"SheaMoisture Kids Conditioner for Kids Hair Mango and Carrot Sulfate Free Conditioner 7.7 oz\", \"asin\": \"B09HJBZC8B\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Biolage Volume Boost Conditioner - Weightless Moisture, Shine & Volume, For Fine Hair, Soy Protein & Polymers, Vegan & Paraben-Free, Packaging may vary\", \"asin\": \"B00JAK905M\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Gentle Hydrating Conditioner, Hair Conditioner With Ceramides, Niacinamide & Hyaluronic Acid, Sulfate Free & Color Safe Conditioner, Moisturizing Conditioner For All Hair & Scalp Types\", \"asin\": \"B0DV43SH6M\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Blu Atlas Men's Natural Conditioner - For All Hair Types - Deep Moisturizing and Scalp Soothing Vegan Sulfate and Paraben-Free- Coconut Apricot 16 oz.\", \"asin\": \"B0D3FGN317\", \"price\": \"$45.00\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Maria Nila Structure Repair, For Damaged & Chemically Treated Hair, Algae Extract Rebuilds & Moisturizes, 100% Vegan & Sulfate/Paraben free\", \"asin\": \"B072C2W1BW\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Pantene Infinite Lengths Conditioner with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, 1 Minute Miracle, Safe for Color Treated Hair, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CXTZ62RJ\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Keratin Leave-In Conditioner with Argan Oil, Protein Treatment for Dry, Damaged & Color-Treated Hair, Repairs Split Ends & Protects from Damage, Formaldehyde-Free, 8.4 Fl Oz\", \"asin\": \"B0BSR9SMWD\", \"price\": \"$15.19\", \"quantity\": \"\"},\n {\"title\": \"SheaMoisture Kids Conditioner for Kids Hair Mango and Carrot Sulfate Free Conditioner 7.7 oz\", \"asin\": \"B09HJBZC8B\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Pantene Rose Water Conditioner, Soothes, Replenishes Hydration, Safe for Color Treated Hair, Nutrient Infused with Vitamin B5 and Antioxidants, Pro-V Blends, 30.0 oz\", \"asin\": \"B0BS564MR7\", \"price\": \"$16.79\"},\n {\"title\": \"Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier\", \"asin\": \"B08776SLJ3\", \"price\": \"$23.24\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\"},\n {\"title\": \"TRESemm\\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz\", \"asin\": \"B076JK8PXX\", \"price\": \"$11.94\"},\n {\"title\": \"Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces\", \"asin\": \"B0BBBSMV94\", \"price\": \"$19.94\"},\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:03:29.459Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:02:50.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T19:03:03.393Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:08.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:12.189Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:18.181Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:26.047Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:29.459Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BS56VQGF\"\n},\n {\n \"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz\"\n},\n {\n \"price\": \"$16.79\"\n},\n {\n \"bullet_list\": \"RICE WATER INFUSED FORMULA Reduces hair loss and thinning due to breakage FULL AND THICK Strengthens strands for fuller, thicker looking hair HAIR CUT CANCELED Protects strands to help hair grow strong and long so you can skip the cut CLEAN INGREDIENTS 0% Sulfates, Silicones, Parabens, Dyes, or Mineral Oil 0% Sulfated Cleansers PROTECT FROM THE INSIDE OUT Protective antioxidants, Pro-vitamin B5 and pH Balancers XL SIZE SO THAT YOU WON'T RUN OUT You will receive one 30 oz Sulfate Free Rice Water Shampoo\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Scent\": \"Rice Water - Shampoo\"\n},\n {\n \"Size\": \"30 Fl Oz (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Moroccanoil Hydrating Shampoo\", \"asin\": \"B01BVV94VW\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Nutrafol Conditioner, Physician-formulated for Thinning Hair, Moisturizing, Strengthening and Color Safe, Lightweight Protection\", \"asin\": \"B0B4T73DPG\", \"price\": \"$44.00\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Gentle Hydrating Shampoo, With Ceramides, Niacinamide & Hyaluronic Acid For Soft, Healthy Looking Hair & Scalp, Sulfate Free & Color Safe Shampoo, For All Hair Types, 12 Oz\", \"asin\": \"B0DV42H38H\", \"price\": \"$9.59\", \"quantity\": \"\"},\n {\"title\": \"Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary\", \"asin\": \"B00JAHVSNM\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"Moroccanoil Hydrating Shampoo\", \"asin\": \"B01BVV94VW\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary\", \"asin\": \"B00JAHVSNM\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Divi Hydrating Shampoo for Women and Men - Gently Cleanses and Removes Scalp Buildup - Hydrates, Strengthens, and Nourishes Hair - Vegan, Cruelty-Free, Paraben-Free, 12 Fl Oz\", \"asin\": \"B0DFF7DKCC\", \"price\": \"$22.40\", \"quantity\": \"\"},\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 4 Bond Maintenance Shampoo, Repairs, Strengthens, & Nourishes All Hair Types, Adds Shine & Leaves Hair Feeling Soft, 8.5 fl oz\", \"asin\": \"B07D37PQGL\", \"price\": \"$32.00\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz\", \"asin\": \"B0BS56VQGF\", \"price\": \"$16.79\"},\n {\"title\": \"Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier\", \"asin\": \"B08776SLJ3\", \"price\": \"$23.24\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\"},\n {\"title\": \"TRESemm\\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz\", \"asin\": \"B076JK8PXX\", \"price\": \"$11.94\"},\n {\"title\": \"Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces\", \"asin\": \"B0BBBSMV94\", \"price\": \"$19.94\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:03:55.932Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T19:03:55.932Z	purchase	B0BS56VQGF	rule	2025-05-01T19:03:55.932Z	train	2,580	2025-05-01T19:03:55.932Z	purchase	B0BS56VQGF	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T19:02:50.268Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-05-01T19:03:03.393Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T19:03:08.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T19:03:12.189Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T19:03:18.181Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T19:03:26.047Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T19:03:29.459Z", "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": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"} ], "product_details": [ { "asin": "B0BS56VQGF" }, { "title": "Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz" }, { "price": "$16.79" }, { "bullet_list": "RICE WATER INFUSED FORMULA Reduces hair loss and thinning due to breakage FULL AND THICK Strengthens strands for fuller, thicker looking hair HAIR CUT CANCELED Protects strands to help hair grow strong and long so you can skip the cut CLEAN INGREDIENTS 0% Sulfates, Silicones, Parabens, Dyes, or Mineral Oil 0% Sulfated Cleansers PROTECT FROM THE INSIDE OUT Protective antioxidants, Pro-vitamin B5 and pH Balancers XL SIZE SO THAT YOU WON'T RUN OUT You will receive one 30 oz Sulfate Free Rice Water Shampoo" } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "product_options": [ { "Scent": "Rice Water - Shampoo" }, { "Size": "30 Fl Oz (Pack of 1)" } ], "promotion_items": [ {"title": "Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz", "asin": "B0CYNPWWZ2", "price": "$17.59", "quantity": ""}, {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99", "quantity": ""}, {"title": "Moroccanoil Hydrating Shampoo", "asin": "B01BVV94VW", "price": "$14.00", "quantity": ""}, {"title": "PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair", "asin": "B00FH692PQ", "price": "$23.97", "quantity": ""}, {"title": "Nutrafol Conditioner, Physician-formulated for Thinning Hair, Moisturizing, Strengthening and Color Safe, Lightweight Protection", "asin": "B0B4T73DPG", "price": "$44.00", "quantity": ""}, {"title": "CeraVe Gentle Hydrating Shampoo, With Ceramides, Niacinamide & Hyaluronic Acid For Soft, Healthy Looking Hair & Scalp, Sulfate Free & Color Safe Shampoo, For All Hair Types, 12 Oz", "asin": "B0DV42H38H", "price": "$9.59", "quantity": ""}, {"title": "Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary", "asin": "B00JAHVSNM", "price": "$24.00", "quantity": ""}, {"title": "Moroccanoil Hydrating Shampoo", "asin": "B01BVV94VW", "price": "$14.00", "quantity": ""}, {"title": "Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary", "asin": "B00JAHVSNM", "price": "$24.00", "quantity": ""}, {"title": "PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair", "asin": "B00FH692PQ", "price": "$23.97", "quantity": ""}, {"title": "Divi Hydrating Shampoo for Women and Men - Gently Cleanses and Removes Scalp Buildup - Hydrates, Strengthens, and Nourishes Hair - Vegan, Cruelty-Free, Paraben-Free, 12 Fl Oz", "asin": "B0DFF7DKCC", "price": "$22.40", "quantity": ""}, {"title": "Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz", "asin": "B0CYNPWWZ2", "price": "$17.59", "quantity": ""}, {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99", "quantity": ""}, {"title": "Olaplex No. 4 Bond Maintenance Shampoo, Repairs, Strengthens, & Nourishes All Hair Types, Adds Shine & Leaves Hair Feeling Soft, 8.5 fl oz", "asin": "B07D37PQGL", "price": "$32.00", "quantity": ""} ], "comparison_items": [ {"title": "Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz", "asin": "B0BS56VQGF", "price": "$16.79"}, {"title": "Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier", "asin": "B08776SLJ3", "price": "$23.24"}, {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99"}, {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23"}, {"title": "TRESemm\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz", "asin": "B076JK8PXX", "price": "$11.94"}, {"title": "Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces", "asin": "B0BBBSMV94", "price": "$19.94"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T19:03:55.932Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0BS56VQGF</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>purchase</answer_action><answer_argument>B0BS56VQGF</answer_argument>", "index": 2580, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:02:50.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-01T19:03:03.393Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:08.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:12.189Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:18.181Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:26.047Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T19:03:29.459Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)\", \"asin\": \"B09GM4GFWV\", \"price\": \"$16.14\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BS56VQGF\"\n},\n {\n \"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz\"\n},\n {\n \"price\": \"$16.79\"\n},\n {\n \"bullet_list\": \"RICE WATER INFUSED FORMULA Reduces hair loss and thinning due to breakage FULL AND THICK Strengthens strands for fuller, thicker looking hair HAIR CUT CANCELED Protects strands to help hair grow strong and long so you can skip the cut CLEAN INGREDIENTS 0% Sulfates, Silicones, Parabens, Dyes, or Mineral Oil 0% Sulfated Cleansers PROTECT FROM THE INSIDE OUT Protective antioxidants, Pro-vitamin B5 and pH Balancers XL SIZE SO THAT YOU WON'T RUN OUT You will receive one 30 oz Sulfate Free Rice Water Shampoo\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Scent\": \"Rice Water - Shampoo\"\n},\n {\n \"Size\": \"30 Fl Oz (Pack of 1)\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Moroccanoil Hydrating Shampoo\", \"asin\": \"B01BVV94VW\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Nutrafol Conditioner, Physician-formulated for Thinning Hair, Moisturizing, Strengthening and Color Safe, Lightweight Protection\", \"asin\": \"B0B4T73DPG\", \"price\": \"$44.00\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Gentle Hydrating Shampoo, With Ceramides, Niacinamide & Hyaluronic Acid For Soft, Healthy Looking Hair & Scalp, Sulfate Free & Color Safe Shampoo, For All Hair Types, 12 Oz\", \"asin\": \"B0DV42H38H\", \"price\": \"$9.59\", \"quantity\": \"\"},\n {\"title\": \"Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary\", \"asin\": \"B00JAHVSNM\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"Moroccanoil Hydrating Shampoo\", \"asin\": \"B01BVV94VW\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Biolage Color Last Shampoo - For Color-Treated Hair, Nourishes, Strengthens, Hydrates, Soybean Oil & Stearic Acid, Paraben & Mineral Oil-Free, Vegan, Packaging May Vary\", \"asin\": \"B00JAHVSNM\", \"price\": \"$24.00\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Divi Hydrating Shampoo for Women and Men - Gently Cleanses and Removes Scalp Buildup - Hydrates, Strengthens, and Nourishes Hair - Vegan, Cruelty-Free, Paraben-Free, 12 Fl Oz\", \"asin\": \"B0DFF7DKCC\", \"price\": \"$22.40\", \"quantity\": \"\"},\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 4 Bond Maintenance Shampoo, Repairs, Strengthens, & Nourishes All Hair Types, Adds Shine & Leaves Hair Feeling Soft, 8.5 fl oz\", \"asin\": \"B07D37PQGL\", \"price\": \"$32.00\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz\", \"asin\": \"B0BS56VQGF\", \"price\": \"$16.79\"},\n {\"title\": \"Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier\", \"asin\": \"B08776SLJ3\", \"price\": \"$23.24\"},\n {\"title\": \"Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV6M2SH\", \"price\": \"$19.99\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\"},\n {\"title\": \"TRESemm\\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz\", \"asin\": \"B076JK8PXX\", \"price\": \"$11.94\"},\n {\"title\": \"Native Shampoo and Conditioner Set \| Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients\| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces\", \"asin\": \"B0BBBSMV94\", \"price\": \"$19.94\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:03:55.932Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:05:49.749Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T19:05:49.749Z	click	nav_bar	rule	2025-05-01T19:05:49.749Z	train	2,581	2025-05-01T19:05:49.749Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T19:05:49.749Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2581, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:05:49.749Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:05:49.749Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Coke Zero Sugar Cola Soda, 12 oz, 12 Pack (Package May Vary)\", \"asin\": \"B000OV0S84\", \"price\": \"$6.96\", \"quantity\": \"\"},\n {\"title\": \"Smooth Viking Hair Clay for Men - Strong Hold, Hair Cream for Men, Clay Pomade for Men, Hair Paste for Men, Hair Styling Clay, Mens Hair Products, Hair Styling Products Matte Finish, Made in USA, 2oz\", \"asin\": \"B0167HOOEC\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Jabsons - Soya Sticks (3 PACK), 180g x 3 (Magic Masala)\", \"asin\": \"B08KFSMJLP\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Amazon.com Gift Card Balance Reload\", \"asin\": \"B0CHTKNWBL\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Revlon Concealer Stick, PhotoReady Face Makeup for All Skin Types, Longwear Medium- Full Coverage with Creamy Finish, Lightweight Formula, 003 Light Medium, 0.11 Oz\", \"asin\": \"B0049CR7UG\", \"price\": \"$7.91\", \"quantity\": \"\"},\n {\"title\": \"TIRTIR Milk Skin Rice Toner \| Deep Moisturizing, Hydrating Toner for face, Niacinamide, Ceramide, Rice Bran Extract, Nature-Oriented Ingredients for Korean Skin Care, Vegan, 5.07 fl.oz.\", \"asin\": \"/promo/A2Y867MWG77AGW\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Vanicream Gentle Facial Cleanser - 2.5 fl oz - Formulated Without Common Irritants for Those with Sensitive Skin\", \"asin\": \"B09Y2JCYNK\", \"price\": \"$875\", \"quantity\": \"\"},\n {\"title\": \"L'Oreal Paris Makeup Voluminous Lash Paradise Mascara, Voluptuous Volume, Intense Length, Feathery Soft Full Lashes, No Flaking, No Smudging, No Clumping, Black, 0.28 Fl Oz (Pack of 1)\", \"asin\": \"B06XDYJT6D\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Olay Sensitive Moisture Unscented Body Wash, 364 Milliliters\", \"asin\": \"B07ZPQB6MS\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Dove Sensitive Skin Nourishing Body Wash, Unscented 22 oz (Pack of 4)\", \"asin\": \"B00VTV2T58\", \"price\": \"$54.98\", \"quantity\": \"\"},\n {\"title\": \"Dove Body Love Body Cleanser Hyper-Reactive Skin Balance for Ultra-Sensitive Reaction-Prone Skin Fragrance Free Body Wash with Only 12 Ingredients 17.5 oz\", \"asin\": \"B0B94P4YS4\", \"price\": \"$18.88\", \"quantity\": \"\"},\n {\"title\": \"Dove Body Wash Exfoliate Away Micro-polishes for silkier skin 4% refining serum with AHA 18.5 oz\", \"asin\": \"/promo/A182GS2VQ7N8RC\", \"price\": \"$10.00\", \"quantity\": \"\"},\n {\"title\": \"Dove Body Wash Melanin Radiance Nourishes for restored radiance 5% pro-ceramide serum with nourishing oil blend 18.5 oz\", \"asin\": \"/promo/AKRNEMG2BBGM3\", \"price\": \"$10.88\", \"quantity\": \"\"},\n {\"title\": \"Dove Exfoliating Body Wash Melanin Even Tone Promotes Even Skin Tone 5% pro-ceramide serum with BHA 18.5 oz\", \"asin\": \"/promo/A1V7NJE574S8NB\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D3D51RM3\", \"price\": \"$20.89\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08D765RJ8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07SDFTR48\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DFM7XHRG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08SC437VL\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0B7JDYNT4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CNGLW968\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B099H2JPZG\", \"price\": \"$29.98\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DB6NJR8M\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B014P0K2A8\", \"price\": \"$17.97\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07F1Z5XVX\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DMFH79WY\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CS6PJFBH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CWPK46FF\", \"price\": \"$14.89\", \"quantity\": \"\"},\n {\"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vita\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hai\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"STAR WARS Echo Dot Bundle: Includes Echo Dot (5th Gen, 2022 release) \| Charcoal and Limited Edition STAR WARS TIE Fighter Sta\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vitafit 500g Digital Pocket Scale,High Accuracy Assured by Scale Professional Factory Since 2001, Gram Scale 0.01g for Multif\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Functio\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"saved_items\": [\n {\"title\": \"Dove Fragrance Free Body Wash Ultra Sensitive Gentle all-over cleanse 10 essential ingredients 18.5 oz\", \"asin\": \"B0CNBTJ6NY\", \"options\": [{\"Style\": \"Body Wash\"}]},\n {\"asin\": \"B0CNBTJ6NY\", \"options\": []}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:05:52.139Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T19:05:52.139Z	click	nav_bar	rule	2025-05-01T19:05:52.139Z	train	2,582	2025-05-01T19:05:52.139Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T19:05:49.749Z", "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": "Coke Zero Sugar Cola Soda, 12 oz, 12 Pack (Package May Vary)", "asin": "B000OV0S84", "price": "$6.96", "quantity": ""}, {"title": "Smooth Viking Hair Clay for Men - Strong Hold, Hair Cream for Men, Clay Pomade for Men, Hair Paste for Men, Hair Styling Clay, Mens Hair Products, Hair Styling Products Matte Finish, Made in USA, 2oz", "asin": "B0167HOOEC", "price": "$14.99", "quantity": ""}, {"title": "Jabsons - Soya Sticks (3 PACK), 180g x 3 (Magic Masala)", "asin": "B08KFSMJLP", "price": "$9.98", "quantity": ""}, {"title": "Amazon.com Gift Card Balance Reload", "asin": "B0CHTKNWBL", "price": "$25.00", "quantity": ""}, {"title": "Revlon Concealer Stick, PhotoReady Face Makeup for All Skin Types, Longwear Medium- Full Coverage with Creamy Finish, Lightweight Formula, 003 Light Medium, 0.11 Oz", "asin": "B0049CR7UG", "price": "$7.91", "quantity": ""}, {"title": "TIRTIR Milk Skin Rice Toner \| Deep Moisturizing, Hydrating Toner for face, Niacinamide, Ceramide, Rice Bran Extract, Nature-Oriented Ingredients for Korean Skin Care, Vegan, 5.07 fl.oz.", "asin": "/promo/A2Y867MWG77AGW", "price": "$18.99", "quantity": ""}, {"title": "Vanicream Gentle Facial Cleanser - 2.5 fl oz - Formulated Without Common Irritants for Those with Sensitive Skin", "asin": "B09Y2JCYNK", "price": "$875", "quantity": ""}, {"title": "L'Oreal Paris Makeup Voluminous Lash Paradise Mascara, Voluptuous Volume, Intense Length, Feathery Soft Full Lashes, No Flaking, No Smudging, No Clumping, Black, 0.28 Fl Oz (Pack of 1)", "asin": "B06XDYJT6D", "price": "$9.97", "quantity": ""}, {"title": "Olay Sensitive Moisture Unscented Body Wash, 364 Milliliters", "asin": "B07ZPQB6MS", "price": "$9.99", "quantity": ""}, {"title": "Dove Sensitive Skin Nourishing Body Wash, Unscented 22 oz (Pack of 4)", "asin": "B00VTV2T58", "price": "$54.98", "quantity": ""}, {"title": "Dove Body Love Body Cleanser Hyper-Reactive Skin Balance for Ultra-Sensitive Reaction-Prone Skin Fragrance Free Body Wash with Only 12 Ingredients 17.5 oz", "asin": "B0B94P4YS4", "price": "$18.88", "quantity": ""}, {"title": "Dove Body Wash Exfoliate Away Micro-polishes for silkier skin 4% refining serum with AHA 18.5 oz", "asin": "/promo/A182GS2VQ7N8RC", "price": "$10.00", "quantity": ""}, {"title": "Dove Body Wash Melanin Radiance Nourishes for restored radiance 5% pro-ceramide serum with nourishing oil blend 18.5 oz", "asin": "/promo/AKRNEMG2BBGM3", "price": "$10.88", "quantity": ""}, {"title": "Dove Exfoliating Body Wash Melanin Even Tone Promotes Even Skin Tone 5% pro-ceramide serum with BHA 18.5 oz", "asin": "/promo/A1V7NJE574S8NB", "price": "$9.97", "quantity": ""}, {"title": "", "asin": "B0D3D51RM3", "price": "$20.89", "quantity": ""}, {"title": "", "asin": "B08D765RJ8", "price": "$17.99", "quantity": ""}, {"title": "", "asin": "B07SDFTR48", "price": "$9.99", "quantity": ""}, {"title": "", "asin": "B0DFM7XHRG", "price": "$29.99", "quantity": ""}, {"title": "", "asin": "B08SC437VL", "price": "$23.99", "quantity": ""}, {"title": "", "asin": "B0B7JDYNT4", "price": "$17.99", "quantity": ""}, {"title": "", "asin": "B0CNGLW968", "price": "$23.99", "quantity": ""}, {"title": "", "asin": "B099H2JPZG", "price": "$29.98", "quantity": ""}, {"title": "", "asin": "B0DB6NJR8M", "price": "$19.95", "quantity": ""}, {"title": "", "asin": "B014P0K2A8", "price": "$17.97", "quantity": ""}, {"title": "", "asin": "B07F1Z5XVX", "price": "$23.99", "quantity": ""}, {"title": "", "asin": "B0DMFH79WY", "price": "$17.98", "quantity": ""}, {"title": "", "asin": "B0CS6PJFBH", "price": "$19.99", "quantity": ""}, {"title": "", "asin": "B0CWPK46FF", "price": "$14.89", "quantity": ""}, {"title": "Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vita", "asin": "", "quantity": ""}, {"title": "Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hai", "asin": "", "quantity": ""}, {"title": "STAR WARS Echo Dot Bundle: Includes Echo Dot (5th Gen, 2022 release) \| Charcoal and Limited Edition STAR WARS TIE Fighter Sta", "asin": "", "quantity": ""}, {"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "", "quantity": ""}, {"title": "Vitafit 500g Digital Pocket Scale,High Accuracy Assured by Scale Professional Factory Since 2001, Gram Scale 0.01g for Multif", "asin": "", "quantity": ""}, {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Functio", "asin": "", "quantity": ""} ], "saved_items": [ {"title": "Dove Fragrance Free Body Wash Ultra Sensitive Gentle all-over cleanse 10 essential ingredients 18.5 oz", "asin": "B0CNBTJ6NY", "options": [{"Style": "Body Wash"}]}, {"asin": "B0CNBTJ6NY", "options": []} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T19:05:52.139Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2582, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:05:49.749Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Coke Zero Sugar Cola Soda, 12 oz, 12 Pack (Package May Vary)\", \"asin\": \"B000OV0S84\", \"price\": \"$6.96\", \"quantity\": \"\"},\n {\"title\": \"Smooth Viking Hair Clay for Men - Strong Hold, Hair Cream for Men, Clay Pomade for Men, Hair Paste for Men, Hair Styling Clay, Mens Hair Products, Hair Styling Products Matte Finish, Made in USA, 2oz\", \"asin\": \"B0167HOOEC\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Jabsons - Soya Sticks (3 PACK), 180g x 3 (Magic Masala)\", \"asin\": \"B08KFSMJLP\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Amazon.com Gift Card Balance Reload\", \"asin\": \"B0CHTKNWBL\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Revlon Concealer Stick, PhotoReady Face Makeup for All Skin Types, Longwear Medium- Full Coverage with Creamy Finish, Lightweight Formula, 003 Light Medium, 0.11 Oz\", \"asin\": \"B0049CR7UG\", \"price\": \"$7.91\", \"quantity\": \"\"},\n {\"title\": \"TIRTIR Milk Skin Rice Toner \| Deep Moisturizing, Hydrating Toner for face, Niacinamide, Ceramide, Rice Bran Extract, Nature-Oriented Ingredients for Korean Skin Care, Vegan, 5.07 fl.oz.\", \"asin\": \"/promo/A2Y867MWG77AGW\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Vanicream Gentle Facial Cleanser - 2.5 fl oz - Formulated Without Common Irritants for Those with Sensitive Skin\", \"asin\": \"B09Y2JCYNK\", \"price\": \"$875\", \"quantity\": \"\"},\n {\"title\": \"L'Oreal Paris Makeup Voluminous Lash Paradise Mascara, Voluptuous Volume, Intense Length, Feathery Soft Full Lashes, No Flaking, No Smudging, No Clumping, Black, 0.28 Fl Oz (Pack of 1)\", \"asin\": \"B06XDYJT6D\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Olay Sensitive Moisture Unscented Body Wash, 364 Milliliters\", \"asin\": \"B07ZPQB6MS\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Dove Sensitive Skin Nourishing Body Wash, Unscented 22 oz (Pack of 4)\", \"asin\": \"B00VTV2T58\", \"price\": \"$54.98\", \"quantity\": \"\"},\n {\"title\": \"Dove Body Love Body Cleanser Hyper-Reactive Skin Balance for Ultra-Sensitive Reaction-Prone Skin Fragrance Free Body Wash with Only 12 Ingredients 17.5 oz\", \"asin\": \"B0B94P4YS4\", \"price\": \"$18.88\", \"quantity\": \"\"},\n {\"title\": \"Dove Body Wash Exfoliate Away Micro-polishes for silkier skin 4% refining serum with AHA 18.5 oz\", \"asin\": \"/promo/A182GS2VQ7N8RC\", \"price\": \"$10.00\", \"quantity\": \"\"},\n {\"title\": \"Dove Body Wash Melanin Radiance Nourishes for restored radiance 5% pro-ceramide serum with nourishing oil blend 18.5 oz\", \"asin\": \"/promo/AKRNEMG2BBGM3\", \"price\": \"$10.88\", \"quantity\": \"\"},\n {\"title\": \"Dove Exfoliating Body Wash Melanin Even Tone Promotes Even Skin Tone 5% pro-ceramide serum with BHA 18.5 oz\", \"asin\": \"/promo/A1V7NJE574S8NB\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D3D51RM3\", \"price\": \"$20.89\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08D765RJ8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07SDFTR48\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DFM7XHRG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08SC437VL\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0B7JDYNT4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CNGLW968\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B099H2JPZG\", \"price\": \"$29.98\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DB6NJR8M\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B014P0K2A8\", \"price\": \"$17.97\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07F1Z5XVX\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DMFH79WY\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CS6PJFBH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CWPK46FF\", \"price\": \"$14.89\", \"quantity\": \"\"},\n {\"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vita\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hai\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"STAR WARS Echo Dot Bundle: Includes Echo Dot (5th Gen, 2022 release) \| Charcoal and Limited Edition STAR WARS TIE Fighter Sta\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vitafit 500g Digital Pocket Scale,High Accuracy Assured by Scale Professional Factory Since 2001, Gram Scale 0.01g for Multif\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Functio\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"saved_items\": [\n {\"title\": \"Dove Fragrance Free Body Wash Ultra Sensitive Gentle all-over cleanse 10 essential ingredients 18.5 oz\", \"asin\": \"B0CNBTJ6NY\", \"options\": [{\"Style\": \"Body Wash\"}]},\n {\"asin\": \"B0CNBTJ6NY\", \"options\": []}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:05:52.139Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:05:49.749Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:05:52.139Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:06:37.195Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T19:06:37.195Z	click	nav_bar	rule	2025-05-01T19:06:37.195Z	train	2,583	2025-05-01T19:06:37.195Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T19:05:49.749Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-01T19:05:52.139Z", "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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T19:06:37.195Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2583, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:05:49.749Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:05:52.139Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:06:37.195Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:05:49.749Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:05:52.139Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:37.195Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:06:42.694Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T19:06:42.694Z	click	nav_bar	rule	2025-05-01T19:06:42.694Z	train	2,584	2025-05-01T19:06:42.694Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T19:05:49.749Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-01T19:05:52.139Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-01T19:06:37.195Z", "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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T19:06:42.694Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2584, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:05:49.749Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:05:52.139Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:37.195Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:06:42.694Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:05:49.749Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:05:52.139Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:37.195Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:42.694Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Coke Zero Sugar Cola Soda, 12 oz, 12 Pack (Package May Vary)\", \"asin\": \"B000OV0S84\", \"price\": \"$6.96\", \"quantity\": \"\"},\n {\"title\": \"Amazon.com Gift Card Balance Reload\", \"asin\": \"B0CHTKNWBL\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Smooth Viking Hair Clay for Men - Strong Hold, Hair Cream for Men, Clay Pomade for Men, Hair Paste for Men, Hair Styling Clay, Mens Hair Products, Hair Styling Products Matte Finish, Made in USA, 2oz\", \"asin\": \"B0167HOOEC\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Revlon Concealer Stick, PhotoReady Face Makeup for All Skin Types, Longwear Medium- Full Coverage with Creamy Finish, Lightweight Formula, 003 Light Medium, 0.11 Oz\", \"asin\": \"B0049CR7UG\", \"price\": \"$7.91\", \"quantity\": \"\"},\n {\"title\": \"e.l.f. Glow Reviver Lip Oil, Nourishing Tinted Lip Oil For A High-shine Finish, Infused With Jojoba Oil, Vegan & Cruelty-free, Rose Envy\", \"asin\": \"B0CMJZ8G6Y\", \"price\": \"$8.00\", \"quantity\": \"\"},\n {\"title\": \"L'Oreal Paris Makeup Voluminous Lash Paradise Mascara, Voluptuous Volume, Intense Length, Feathery Soft Full Lashes, No Flaking, No Smudging, No Clumping, Black, 0.28 Fl Oz (Pack of 1)\", \"asin\": \"B06XDYJT6D\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Albeaut Concealer Brush, Angled Under Eye Makeup Small Foundation Precision Face Blending Brush (193 concealer brush)\", \"asin\": \"B0BWVXMWF5\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Jabsons - Soya Sticks (3 PACK), 180g x 3 (Magic Masala)\", \"asin\": \"B08KFSMJLP\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Olay Sensitive Moisture Unscented Body Wash, 364 Milliliters\", \"asin\": \"B07ZPQB6MS\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Dove Sensitive Skin Nourishing Body Wash, Unscented 22 oz (Pack of 4)\", \"asin\": \"B00VTV2T58\", \"price\": \"$54.98\", \"quantity\": \"\"},\n {\"title\": \"Dove Body Love Body Cleanser Hyper-Reactive Skin Balance for Ultra-Sensitive Reaction-Prone Skin Fragrance Free Body Wash with Only 12 Ingredients 17.5 oz\", \"asin\": \"B0B94P4YS4\", \"price\": \"$18.88\", \"quantity\": \"\"},\n {\"title\": \"Dove Body Wash Exfoliate Away Micro-polishes for silkier skin 4% refining serum with AHA 18.5 oz\", \"asin\": \"/promo/A182GS2VQ7N8RC\", \"price\": \"$10.00\", \"quantity\": \"\"},\n {\"title\": \"Dove Body Wash Melanin Radiance Nourishes for restored radiance 5% pro-ceramide serum with nourishing oil blend 18.5 oz\", \"asin\": \"/promo/AKRNEMG2BBGM3\", \"price\": \"$10.88\", \"quantity\": \"\"},\n {\"title\": \"Dove Exfoliating Body Wash Melanin Even Tone Promotes Even Skin Tone 5% pro-ceramide serum with BHA 18.5 oz\", \"asin\": \"/promo/A1V7NJE574S8NB\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D3D51RM3\", \"price\": \"$20.89\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08D765RJ8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07SDFTR48\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DFM7XHRG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08SC437VL\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0B7JDYNT4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CNGLW968\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B099H2JPZG\", \"price\": \"$29.98\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DB6NJR8M\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B014P0K2A8\", \"price\": \"$17.97\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07F1Z5XVX\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DMFH79WY\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CS6PJFBH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CWPK46FF\", \"price\": \"$14.89\", \"quantity\": \"\"},\n {\"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vita\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hai\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"STAR WARS Echo Dot Bundle: Includes Echo Dot (5th Gen, 2022 release) \| Charcoal and Limited Edition STAR WARS TIE Fighter Sta\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vitafit 500g Digital Pocket Scale,High Accuracy Assured by Scale Professional Factory Since 2001, Gram Scale 0.01g for Multif\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Functio\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Pantene Unbreakable Lengths Conditioner with Rice Water\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"LEGO Spring Festival Good Fortune - Learning and Educational Building Toy - Chinese Festival Toy for Kids, Boys and Girls, Ag\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Dish Detergent Soap, Fresh, 59 Count\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Yinke Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Yinke Case Album for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag\\uff08B\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Acc\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Acc\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"saved_items\": [\n {\"title\": \"Dove Fragrance Free Body Wash Ultra Sensitive Gentle all-over cleanse 10 essential ingredients 18.5 oz\", \"asin\": \"B0CNBTJ6NY\", \"options\": [{\"Style\": \"Body Wash\"}]},\n {\"asin\": \"B0CNBTJ6NY\", \"options\": []}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:06:49.282Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T19:06:49.282Z	click	nav_bar	rule	2025-05-01T19:06:49.282Z	train	2,585	2025-05-01T19:06:49.282Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T19:05:49.749Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-01T19:05:52.139Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-01T19:06:37.195Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-01T19:06:42.694Z", "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": "Coke Zero Sugar Cola Soda, 12 oz, 12 Pack (Package May Vary)", "asin": "B000OV0S84", "price": "$6.96", "quantity": ""}, {"title": "Amazon.com Gift Card Balance Reload", "asin": "B0CHTKNWBL", "price": "$25.00", "quantity": ""}, {"title": "Smooth Viking Hair Clay for Men - Strong Hold, Hair Cream for Men, Clay Pomade for Men, Hair Paste for Men, Hair Styling Clay, Mens Hair Products, Hair Styling Products Matte Finish, Made in USA, 2oz", "asin": "B0167HOOEC", "price": "$14.99", "quantity": ""}, {"title": "Revlon Concealer Stick, PhotoReady Face Makeup for All Skin Types, Longwear Medium- Full Coverage with Creamy Finish, Lightweight Formula, 003 Light Medium, 0.11 Oz", "asin": "B0049CR7UG", "price": "$7.91", "quantity": ""}, {"title": "e.l.f. Glow Reviver Lip Oil, Nourishing Tinted Lip Oil For A High-shine Finish, Infused With Jojoba Oil, Vegan & Cruelty-free, Rose Envy", "asin": "B0CMJZ8G6Y", "price": "$8.00", "quantity": ""}, {"title": "L'Oreal Paris Makeup Voluminous Lash Paradise Mascara, Voluptuous Volume, Intense Length, Feathery Soft Full Lashes, No Flaking, No Smudging, No Clumping, Black, 0.28 Fl Oz (Pack of 1)", "asin": "B06XDYJT6D", "price": "$9.97", "quantity": ""}, {"title": "Albeaut Concealer Brush, Angled Under Eye Makeup Small Foundation Precision Face Blending Brush (193 concealer brush)", "asin": "B0BWVXMWF5", "price": "$6.99", "quantity": ""}, {"title": "Jabsons - Soya Sticks (3 PACK), 180g x 3 (Magic Masala)", "asin": "B08KFSMJLP", "price": "$9.98", "quantity": ""}, {"title": "Olay Sensitive Moisture Unscented Body Wash, 364 Milliliters", "asin": "B07ZPQB6MS", "price": "$9.99", "quantity": ""}, {"title": "Dove Sensitive Skin Nourishing Body Wash, Unscented 22 oz (Pack of 4)", "asin": "B00VTV2T58", "price": "$54.98", "quantity": ""}, {"title": "Dove Body Love Body Cleanser Hyper-Reactive Skin Balance for Ultra-Sensitive Reaction-Prone Skin Fragrance Free Body Wash with Only 12 Ingredients 17.5 oz", "asin": "B0B94P4YS4", "price": "$18.88", "quantity": ""}, {"title": "Dove Body Wash Exfoliate Away Micro-polishes for silkier skin 4% refining serum with AHA 18.5 oz", "asin": "/promo/A182GS2VQ7N8RC", "price": "$10.00", "quantity": ""}, {"title": "Dove Body Wash Melanin Radiance Nourishes for restored radiance 5% pro-ceramide serum with nourishing oil blend 18.5 oz", "asin": "/promo/AKRNEMG2BBGM3", "price": "$10.88", "quantity": ""}, {"title": "Dove Exfoliating Body Wash Melanin Even Tone Promotes Even Skin Tone 5% pro-ceramide serum with BHA 18.5 oz", "asin": "/promo/A1V7NJE574S8NB", "price": "$9.97", "quantity": ""}, {"title": "", "asin": "B0D3D51RM3", "price": "$20.89", "quantity": ""}, {"title": "", "asin": "B08D765RJ8", "price": "$17.99", "quantity": ""}, {"title": "", "asin": "B07SDFTR48", "price": "$9.99", "quantity": ""}, {"title": "", "asin": "B0DFM7XHRG", "price": "$29.99", "quantity": ""}, {"title": "", "asin": "B08SC437VL", "price": "$23.99", "quantity": ""}, {"title": "", "asin": "B0B7JDYNT4", "price": "$17.99", "quantity": ""}, {"title": "", "asin": "B0CNGLW968", "price": "$23.99", "quantity": ""}, {"title": "", "asin": "B099H2JPZG", "price": "$29.98", "quantity": ""}, {"title": "", "asin": "B0DB6NJR8M", "price": "$19.95", "quantity": ""}, {"title": "", "asin": "B014P0K2A8", "price": "$17.97", "quantity": ""}, {"title": "", "asin": "B07F1Z5XVX", "price": "$23.99", "quantity": ""}, {"title": "", "asin": "B0DMFH79WY", "price": "$17.98", "quantity": ""}, {"title": "", "asin": "B0CS6PJFBH", "price": "$19.99", "quantity": ""}, {"title": "", "asin": "B0CWPK46FF", "price": "$14.89", "quantity": ""}, {"title": "Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vita", "asin": "", "quantity": ""}, {"title": "Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hai", "asin": "", "quantity": ""}, {"title": "STAR WARS Echo Dot Bundle: Includes Echo Dot (5th Gen, 2022 release) \| Charcoal and Limited Edition STAR WARS TIE Fighter Sta", "asin": "", "quantity": ""}, {"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "", "quantity": ""}, {"title": "Vitafit 500g Digital Pocket Scale,High Accuracy Assured by Scale Professional Factory Since 2001, Gram Scale 0.01g for Multif", "asin": "", "quantity": ""}, {"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Functio", "asin": "", "quantity": ""}, {"title": "Pantene Unbreakable Lengths Conditioner with Rice Water", "asin": "", "quantity": ""}, {"title": "LEGO Spring Festival Good Fortune - Learning and Educational Building Toy - Chinese Festival Toy for Kids, Boys and Girls, Ag", "asin": "", "quantity": ""}, {"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Dish Detergent Soap, Fresh, 59 Count", "asin": "", "quantity": ""}, {"title": "Yinke Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black)", "asin": "", "quantity": ""}, {"title": "Yinke Case Album for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag\uff08B", "asin": "", "quantity": ""}, {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Acc", "asin": "", "quantity": ""}, {"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Acc", "asin": "", "quantity": ""} ], "saved_items": [ {"title": "Dove Fragrance Free Body Wash Ultra Sensitive Gentle all-over cleanse 10 essential ingredients 18.5 oz", "asin": "B0CNBTJ6NY", "options": [{"Style": "Body Wash"}]}, {"asin": "B0CNBTJ6NY", "options": []} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T19:06:49.282Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2585, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:05:49.749Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:05:52.139Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:37.195Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:42.694Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Coke Zero Sugar Cola Soda, 12 oz, 12 Pack (Package May Vary)\", \"asin\": \"B000OV0S84\", \"price\": \"$6.96\", \"quantity\": \"\"},\n {\"title\": \"Amazon.com Gift Card Balance Reload\", \"asin\": \"B0CHTKNWBL\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Smooth Viking Hair Clay for Men - Strong Hold, Hair Cream for Men, Clay Pomade for Men, Hair Paste for Men, Hair Styling Clay, Mens Hair Products, Hair Styling Products Matte Finish, Made in USA, 2oz\", \"asin\": \"B0167HOOEC\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Revlon Concealer Stick, PhotoReady Face Makeup for All Skin Types, Longwear Medium- Full Coverage with Creamy Finish, Lightweight Formula, 003 Light Medium, 0.11 Oz\", \"asin\": \"B0049CR7UG\", \"price\": \"$7.91\", \"quantity\": \"\"},\n {\"title\": \"e.l.f. Glow Reviver Lip Oil, Nourishing Tinted Lip Oil For A High-shine Finish, Infused With Jojoba Oil, Vegan & Cruelty-free, Rose Envy\", \"asin\": \"B0CMJZ8G6Y\", \"price\": \"$8.00\", \"quantity\": \"\"},\n {\"title\": \"L'Oreal Paris Makeup Voluminous Lash Paradise Mascara, Voluptuous Volume, Intense Length, Feathery Soft Full Lashes, No Flaking, No Smudging, No Clumping, Black, 0.28 Fl Oz (Pack of 1)\", \"asin\": \"B06XDYJT6D\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Albeaut Concealer Brush, Angled Under Eye Makeup Small Foundation Precision Face Blending Brush (193 concealer brush)\", \"asin\": \"B0BWVXMWF5\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Jabsons - Soya Sticks (3 PACK), 180g x 3 (Magic Masala)\", \"asin\": \"B08KFSMJLP\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Olay Sensitive Moisture Unscented Body Wash, 364 Milliliters\", \"asin\": \"B07ZPQB6MS\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Dove Sensitive Skin Nourishing Body Wash, Unscented 22 oz (Pack of 4)\", \"asin\": \"B00VTV2T58\", \"price\": \"$54.98\", \"quantity\": \"\"},\n {\"title\": \"Dove Body Love Body Cleanser Hyper-Reactive Skin Balance for Ultra-Sensitive Reaction-Prone Skin Fragrance Free Body Wash with Only 12 Ingredients 17.5 oz\", \"asin\": \"B0B94P4YS4\", \"price\": \"$18.88\", \"quantity\": \"\"},\n {\"title\": \"Dove Body Wash Exfoliate Away Micro-polishes for silkier skin 4% refining serum with AHA 18.5 oz\", \"asin\": \"/promo/A182GS2VQ7N8RC\", \"price\": \"$10.00\", \"quantity\": \"\"},\n {\"title\": \"Dove Body Wash Melanin Radiance Nourishes for restored radiance 5% pro-ceramide serum with nourishing oil blend 18.5 oz\", \"asin\": \"/promo/AKRNEMG2BBGM3\", \"price\": \"$10.88\", \"quantity\": \"\"},\n {\"title\": \"Dove Exfoliating Body Wash Melanin Even Tone Promotes Even Skin Tone 5% pro-ceramide serum with BHA 18.5 oz\", \"asin\": \"/promo/A1V7NJE574S8NB\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D3D51RM3\", \"price\": \"$20.89\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08D765RJ8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07SDFTR48\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DFM7XHRG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08SC437VL\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0B7JDYNT4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CNGLW968\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B099H2JPZG\", \"price\": \"$29.98\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DB6NJR8M\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B014P0K2A8\", \"price\": \"$17.97\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07F1Z5XVX\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DMFH79WY\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CS6PJFBH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CWPK46FF\", \"price\": \"$14.89\", \"quantity\": \"\"},\n {\"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vita\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hai\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"STAR WARS Echo Dot Bundle: Includes Echo Dot (5th Gen, 2022 release) \| Charcoal and Limited Edition STAR WARS TIE Fighter Sta\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vitafit 500g Digital Pocket Scale,High Accuracy Assured by Scale Professional Factory Since 2001, Gram Scale 0.01g for Multif\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Functio\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Pantene Unbreakable Lengths Conditioner with Rice Water\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"LEGO Spring Festival Good Fortune - Learning and Educational Building Toy - Chinese Festival Toy for Kids, Boys and Girls, Ag\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Dish Detergent Soap, Fresh, 59 Count\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Yinke Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Yinke Case Album for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag\\uff08B\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Acc\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Acc\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"saved_items\": [\n {\"title\": \"Dove Fragrance Free Body Wash Ultra Sensitive Gentle all-over cleanse 10 essential ingredients 18.5 oz\", \"asin\": \"B0CNBTJ6NY\", \"options\": [{\"Style\": \"Body Wash\"}]},\n {\"asin\": \"B0CNBTJ6NY\", \"options\": []}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:06:49.282Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:05:49.749Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:05:52.139Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:37.195Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:42.694Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:49.282Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:07:08.774Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T19:07:08.774Z	click	nav_bar	rule	2025-05-01T19:07:08.774Z	train	2,586	2025-05-01T19:07:08.774Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T19:05:49.749Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-01T19:05:52.139Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-01T19:06:37.195Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-01T19:06:42.694Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-01T19:06:49.282Z", "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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T19:07:08.774Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2586, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:05:49.749Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:05:52.139Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:37.195Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:42.694Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:49.282Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:07:08.774Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:05:49.749Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:05:52.139Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:37.195Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:42.694Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:49.282Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:07:08.774Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:09:44.844Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-01T19:09:44.844Z	input	malegaon	rule	2025-05-01T19:09:44.844Z	train	2,587	2025-05-01T19:09:44.844Z	input	malegaon	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-01T19:05:49.749Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-01T19:05:52.139Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-01T19:06:37.195Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-01T19:06:42.694Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-01T19:06:49.282Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-01T19:07:08.774Z", "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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-01T19:09:44.844Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>malegaon</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>malegaon</answer_argument>", "index": 2587, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-01T19:05:49.749Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:05:52.139Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:37.195Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:42.694Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:06:49.282Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T19:07:08.774Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T19:09:44.844Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-06T01:50:30.750Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-06T01:50:30.750Z	click	other	rule	2025-05-06T01:50:30.750Z	train	2,588	2025-05-06T01:50:30.750Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_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 response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-06T01:50:30.750Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 2588, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-06T01:50:30.750Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-06T01:50:30.750Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-06T01:50:47.298Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-06T01:50:47.298Z	input	switch 2	rule	2025-05-06T01:50:47.298Z	train	2,589	2025-05-06T01:50:47.298Z	input	switch 2	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-06T01:50:30.750Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-06T01:50:47.298Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>switch 2</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>switch 2</answer_argument>", "index": 2589, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-06T01:50:30.750Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-06T01:50:47.298Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-06T01:50:30.750Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-06T01:50:47.298Z\", \"action\": \"input\", \"action_argument\": \"switch 2\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"switch 2\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Coke Zero Sugar Cola Soda, 12 oz, 12 Pack (Package May Vary)\", \"asin\": \"B000OV0S84\", \"price\": \"$7.92\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"LEGO Star Wars: Ahsoka Chopper (C1-10P) Astromech Droid Set - Building Toy for Kids, Ages 10+ - Makes a Great Gift for Boys and Girls - Model Kit and Room Decor Idea for Sci-Fi Adventure Fans - 75416\", \"asin\": \"B0DJ1BLT51\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Ruggable x Star Wars Washable 2x3 Area Rug, Grogu Trellis Sage Green, Premium Rugs for Living Room, Bedroom, Kitchen, Office, Classroom with Gripper Non Slip Pad\", \"asin\": \"B0CBBGBLJ1\", \"price\": \"$119.00\", \"quantity\": \"\"},\n {\"title\": \"Metal Sign 8 x 12inch - X-Men vs Avengers Vintage Look tin Sign Wall Decoration Bar Cafe Home Decor Wholesale Home Decor\", \"asin\": \"B0C61B55FX\", \"price\": \"$12.98\", \"quantity\": \"\"},\n {\"title\": \"Paladone Wolverine Icon Light - Officially Licensed Marvel Merchandise, X-Men Character Shaped Lamp for Bedside Table or Desk Decor, Battery Powered Disney Collectable\", \"asin\": \"B0D8LBF4G1\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Topps 2024 Star Wars Chrome Black Hobby Box\", \"asin\": \"B0F2LRLKR5\", \"price\": \"$169.98\", \"quantity\": \"\"},\n {\"title\": \"Punisher - Jon Bernthal - 13x19. Original Minimalist Retro Art Poster Print\", \"asin\": \"B077ZGFQJX\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Christian Bale Gorr Thor Love and Thunder #1043 Facsimile Signed Reprint Laser Autographed Funko POP! Movies Marvel Figurine with Protector Case\", \"asin\": \"B0BSTVW64B\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D8BRK2\", \"price\": \"$57.35\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"af304222\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Polaroid Go Generation 2 - Mini Instant Camera + Film Bundle (16 Photos Included) - White (6282)\", \"asin\": \"B0CG7GHYXJ\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 10 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Min Timer, 7 Cleaning Settings, 4 Replacement Toothbrush Heads, and Charging Travel Case, Black\", \"asin\": \"B0C2S65831\", \"price\": \"$379.94\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Black\",\n \"asin\": \"B0DSC3BPYT\"\n},\n {\n \"title\": \"Lmcpa Carrying Case for Nintendo Switch 2 (2025), Hard Shell Travel Case with Storage Pockets for Accessories & Games, Protective Portable Pouch for 2025 Switch 2nd gen [7.9 inch], Black\",\n \"asin\": \"B0DSD1Y38B\"\n},\n {\n \"title\": \"Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Blue\",\n \"asin\": \"B0DSD443D5\"\n}\n ],\n \"search_results\": [\n {\"title\": \"CoBak Large Capacity Carrying Case for Nintendo Switch 2 ( 2025 ) , Ultra Slim Premium EVA Travel Pouch with 24 Game Cartridges, Screen Protective Cover, Accessories Storage Bag, Black\", \"asin\": \"B0DJ2W38WK\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"2-Pack Anti-Glare Screen Protector for Nintendo Switch 2, Matte Tempered Glass Protector Easy to Install with Guiding Frame 9H Hardness Scratch Resistant\", \"asin\": \"B0DSHQ192C\", \"price\": \"$9.59\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"amFilm Auto-Alignment OneTouch for Nintendo Switch 2 Screen Protector [7.9''] 2025 Tempered Glass, Accessories, 30 seconds Installation, Bubble Free, Anti-Scratch, Touch Sensitive, Ultra-Clear [2Pack]\", \"asin\": \"B0DRCKDWD1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Cyberpunk 2077: Ultimate Edition- Nintendo Switch 2\", \"asin\": \"B0F64Q8C97\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery This item will be released on June 5, 2025.\"},\n {\"title\": \"ivoler 4-Pack Tempered Glass Screen Protector Designed for Nintendo Switch 2 2025 with [Alignment Frame] Transparent HD Clear[Updated Version] Screen Protector for Switch 2 7.9''\", \"asin\": \"B0DS1S2Z7L\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch\\u2122 with Neon Blue and Neon Red Joy\\u2011Con\\u2122\", \"asin\": \"B0BFJWCYTL\", \"price\": \"$299.00\", \"delivery\": \"FREE delivery May 8 - 12 Or fastest delivery Wed, May 7\"},\n {\"title\": \"Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Black\", \"asin\": \"B0DSC3BPYT\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Marvel vs. Capcom Fighting Collection: Arcade Classics - Nintendo Switch\", \"asin\": \"B0D7NQN715\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Split Fiction - Nintendo Switch 2\", \"asin\": \"B0F6423HHW\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery This item will be released on June 5, 2025.\"},\n {\"title\": \"Nintendo Switch\\u2122 Mario Kart\\u2122 8 Deluxe Bundle (Full Game Download + 3 Mo. Nintendo Switch Online Membership Included)\", \"asin\": \"B0CHBN8QD9\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery May 12 - 16 Or fastest delivery Wed, May 7 Only 2 left in stock - order soon.\"},\n {\"title\": \"Star Wars: Heritage Pack - Nintendo Switch\", \"asin\": \"B0CK4Y8YLG\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Switch 2 Carrying Case for Nintendo Switch 2 (2025), Portable PU Hard Shell Travel Case with Pockets for Accessories and Games Card, Protective Travel Bag for Switch 2 Holds 10 Game Cartridge, Black\", \"asin\": \"B0DSZHZ13W\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch (OLED model) with White Joy-Con\", \"asin\": \"B098RKWHHZ\", \"price\": \"$326.94\", \"delivery\": \"FREE delivery May 14 - 18 for Prime members\"},\n {\"title\": \"Daemon X Machina Titanic Scion Limited Edition Nintendo Switch 2\", \"asin\": \"B0F3KJKKDT\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery This item will be released on September 5, 2025.\"},\n {\"title\": \"Story of Seasons Grand Bazaar Premium Edition Nintendo Switch 2\", \"asin\": \"B0F3K153M2\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery This item will be released on August 27, 2025.\"},\n {\"title\": \"Star Wars Outlaws - Gold Edition, Nintendo Switch 2\", \"asin\": \"B0F79Z9V31\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery This item will be released on September 4, 2025.\"},\n {\"title\": \"annapro Carrying Case for Switch 2 (2025)/Switch/PS5 Portal/Steam Deck/Steam Deck OLED/Legion Go, Protective Hard Shell Travel Case for AC Adapter, Docking Station, Console and Game Accessories\", \"asin\": \"B09NNNVX6K\", \"price\": \"$31.99\", \"delivery\": \" FREE delivery Thu, May 8\"},\n {\"title\": \"Tempered Glass Screen Protector [GlasTR EZ FIT] designed for Nintendo Switch 2 (2025) - 2 Pack\", \"asin\": \"B0DNH9C9FD\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Rune Factory Guardians of Azuma Standard Edition Nintendo Switch 2\", \"asin\": \"B0F3KMTVYQ\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery This item will be released on June 5, 2025.\"},\n {\"title\": \"amFilm Tempered Glass Screen Protector Compatible with Nintendo Switch 2 7.9\\\" 2025 (3-Pack)\", \"asin\": \"B0DS73N83B\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch with Gray Joy\\u2011Con\", \"asin\": \"B07VQR11NH\", \"price\": \"$269.99\", \"delivery\": \"$15.89 delivery Tue, May 13 Or fastest delivery Thu, May 8\"},\n {\"title\": \"Screen Protectors for Nintendo Switch 2 2025,Tempered Glass Case for Nintendo Switch 2, Travel Carrying Case Accessories, Screen Protector for Switch 2 8''\", \"asin\": \"B0DSW67DDW\", \"price\": \"$7.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-06T01:51:14.637Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-06T01:51:14.637Z	click	quantity	rule	2025-05-06T01:51:14.637Z	train	2,590	2025-05-06T01:51:14.637Z	click	quantity	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-06T01:50:30.750Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-06T01:50:47.298Z", "action": "input", "action_argument": "switch 2"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "switch 2" } ], "cart_items": [ {"title": "Coke Zero Sugar Cola Soda, 12 oz, 12 Pack (Package May Vary)", "asin": "B000OV0S84", "price": "$7.92", "quantity": "1"} ], "promotion_items": [ {"title": "LEGO Star Wars: Ahsoka Chopper (C1-10P) Astromech Droid Set - Building Toy for Kids, Ages 10+ - Makes a Great Gift for Boys and Girls - Model Kit and Room Decor Idea for Sci-Fi Adventure Fans - 75416", "asin": "B0DJ1BLT51", "price": "$99.99", "quantity": ""}, {"title": "Ruggable x Star Wars Washable 2x3 Area Rug, Grogu Trellis Sage Green, Premium Rugs for Living Room, Bedroom, Kitchen, Office, Classroom with Gripper Non Slip Pad", "asin": "B0CBBGBLJ1", "price": "$119.00", "quantity": ""}, {"title": "Metal Sign 8 x 12inch - X-Men vs Avengers Vintage Look tin Sign Wall Decoration Bar Cafe Home Decor Wholesale Home Decor", "asin": "B0C61B55FX", "price": "$12.98", "quantity": ""}, {"title": "Paladone Wolverine Icon Light - Officially Licensed Marvel Merchandise, X-Men Character Shaped Lamp for Bedside Table or Desk Decor, Battery Powered Disney Collectable", "asin": "B0D8LBF4G1", "price": "$19.99", "quantity": ""}, {"title": "Topps 2024 Star Wars Chrome Black Hobby Box", "asin": "B0F2LRLKR5", "price": "$169.98", "quantity": ""}, {"title": "Punisher - Jon Bernthal - 13x19. Original Minimalist Retro Art Poster Print", "asin": "B077ZGFQJX", "price": "$25.00", "quantity": ""}, {"title": "Christian Bale Gorr Thor Love and Thunder #1043 Facsimile Signed Reprint Laser Autographed Funko POP! Movies Marvel Figurine with Protector Case", "asin": "B0BSTVW64B", "price": "$29.99", "quantity": ""}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1D8BRK2", "price": "$57.35", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "af304222", "price": "$149.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Polaroid Go Generation 2 - Mini Instant Camera + Film Bundle (16 Photos Included) - White (6282)", "asin": "B0CG7GHYXJ", "price": "$89.99", "quantity": ""}, {"title": "Oral-B iO Series 10 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Min Timer, 7 Cleaning Settings, 4 Replacement Toothbrush Heads, and Charging Travel Case, Black", "asin": "B0C2S65831", "price": "$379.94", "quantity": ""} ], "ads": [ { "title": "Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Black", "asin": "B0DSC3BPYT" }, { "title": "Lmcpa Carrying Case for Nintendo Switch 2 (2025), Hard Shell Travel Case with Storage Pockets for Accessories & Games, Protective Portable Pouch for 2025 Switch 2nd gen [7.9 inch], Black", "asin": "B0DSD1Y38B" }, { "title": "Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Blue", "asin": "B0DSD443D5" } ], "search_results": [ {"title": "CoBak Large Capacity Carrying Case for Nintendo Switch 2 ( 2025 ) , Ultra Slim Premium EVA Travel Pouch with 24 Game Cartridges, Screen Protective Cover, Accessories Storage Bag, Black", "asin": "B0DJ2W38WK", "price": "$12.99", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "2-Pack Anti-Glare Screen Protector for Nintendo Switch 2, Matte Tempered Glass Protector Easy to Install with Guiding Frame 9H Hardness Scratch Resistant", "asin": "B0DSHQ192C", "price": "$9.59", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "amFilm Auto-Alignment OneTouch for Nintendo Switch 2 Screen Protector [7.9''] 2025 Tempered Glass, Accessories, 30 seconds Installation, Bubble Free, Anti-Scratch, Touch Sensitive, Ultra-Clear [2Pack]", "asin": "B0DRCKDWD1", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "Cyberpunk 2077: Ultimate Edition- Nintendo Switch 2", "asin": "B0F64Q8C97", "price": "$69.99", "delivery": "FREE delivery This item will be released on June 5, 2025."}, {"title": "ivoler 4-Pack Tempered Glass Screen Protector Designed for Nintendo Switch 2 2025 with [Alignment Frame] Transparent HD Clear[Updated Version] Screen Protector for Switch 2 7.9''", "asin": "B0DS1S2Z7L", "price": "$8.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "Nintendo Switch\u2122 with Neon Blue and Neon Red Joy\u2011Con\u2122", "asin": "B0BFJWCYTL", "price": "$299.00", "delivery": "FREE delivery May 8 - 12 Or fastest delivery Wed, May 7"}, {"title": "Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Black", "asin": "B0DSC3BPYT", "price": "$19.99", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "Marvel vs. Capcom Fighting Collection: Arcade Classics - Nintendo Switch", "asin": "B0D7NQN715", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "Split Fiction - Nintendo Switch 2", "asin": "B0F6423HHW", "price": "$49.99", "delivery": "FREE delivery This item will be released on June 5, 2025."}, {"title": "Nintendo Switch\u2122 Mario Kart\u2122 8 Deluxe Bundle (Full Game Download + 3 Mo. Nintendo Switch Online Membership Included)", "asin": "B0CHBN8QD9", "price": "$369.99", "delivery": "FREE delivery May 12 - 16 Or fastest delivery Wed, May 7 Only 2 left in stock - order soon."}, {"title": "Star Wars: Heritage Pack - Nintendo Switch", "asin": "B0CK4Y8YLG", "price": "$39.99", "delivery": "FREE delivery Thu, May 8"}, {"title": "Switch 2 Carrying Case for Nintendo Switch 2 (2025), Portable PU Hard Shell Travel Case with Pockets for Accessories and Games Card, Protective Travel Bag for Switch 2 Holds 10 Game Cartridge, Black", "asin": "B0DSZHZ13W", "price": "$19.99", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "Nintendo Switch (OLED model) with White Joy-Con", "asin": "B098RKWHHZ", "price": "$326.94", "delivery": "FREE delivery May 14 - 18 for Prime members"}, {"title": "Daemon X Machina Titanic Scion Limited Edition Nintendo Switch 2", "asin": "B0F3KJKKDT", "price": "$99.99", "delivery": "FREE delivery This item will be released on September 5, 2025."}, {"title": "Story of Seasons Grand Bazaar Premium Edition Nintendo Switch 2", "asin": "B0F3K153M2", "price": "$79.99", "delivery": "FREE delivery This item will be released on August 27, 2025."}, {"title": "Star Wars Outlaws - Gold Edition, Nintendo Switch 2", "asin": "B0F79Z9V31", "price": "$59.99", "delivery": "FREE delivery This item will be released on September 4, 2025."}, {"title": "annapro Carrying Case for Switch 2 (2025)/Switch/PS5 Portal/Steam Deck/Steam Deck OLED/Legion Go, Protective Hard Shell Travel Case for AC Adapter, Docking Station, Console and Game Accessories", "asin": "B09NNNVX6K", "price": "$31.99", "delivery": " FREE delivery Thu, May 8"}, {"title": "Tempered Glass Screen Protector [GlasTR EZ FIT] designed for Nintendo Switch 2 (2025) - 2 Pack", "asin": "B0DNH9C9FD", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "Rune Factory Guardians of Azuma Standard Edition Nintendo Switch 2", "asin": "B0F3KMTVYQ", "price": "$69.99", "delivery": "FREE delivery This item will be released on June 5, 2025."}, {"title": "amFilm Tempered Glass Screen Protector Compatible with Nintendo Switch 2 7.9\" 2025 (3-Pack)", "asin": "B0DS73N83B", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "Nintendo Switch with Gray Joy\u2011Con", "asin": "B07VQR11NH", "price": "$269.99", "delivery": "$15.89 delivery Tue, May 13 Or fastest delivery Thu, May 8"}, {"title": "Screen Protectors for Nintendo Switch 2 2025,Tempered Glass Case for Nintendo Switch 2, Travel Carrying Case Accessories, Screen Protector for Switch 2 8''", "asin": "B0DSW67DDW", "price": "$7.99", "delivery": " Two-DayFREE delivery Wed, May 7"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-06T01:51:14.637Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "index": 2590, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-06T01:50:30.750Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-06T01:50:47.298Z\", \"action\": \"input\", \"action_argument\": \"switch 2\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"switch 2\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Coke Zero Sugar Cola Soda, 12 oz, 12 Pack (Package May Vary)\", \"asin\": \"B000OV0S84\", \"price\": \"$7.92\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"LEGO Star Wars: Ahsoka Chopper (C1-10P) Astromech Droid Set - Building Toy for Kids, Ages 10+ - Makes a Great Gift for Boys and Girls - Model Kit and Room Decor Idea for Sci-Fi Adventure Fans - 75416\", \"asin\": \"B0DJ1BLT51\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Ruggable x Star Wars Washable 2x3 Area Rug, Grogu Trellis Sage Green, Premium Rugs for Living Room, Bedroom, Kitchen, Office, Classroom with Gripper Non Slip Pad\", \"asin\": \"B0CBBGBLJ1\", \"price\": \"$119.00\", \"quantity\": \"\"},\n {\"title\": \"Metal Sign 8 x 12inch - X-Men vs Avengers Vintage Look tin Sign Wall Decoration Bar Cafe Home Decor Wholesale Home Decor\", \"asin\": \"B0C61B55FX\", \"price\": \"$12.98\", \"quantity\": \"\"},\n {\"title\": \"Paladone Wolverine Icon Light - Officially Licensed Marvel Merchandise, X-Men Character Shaped Lamp for Bedside Table or Desk Decor, Battery Powered Disney Collectable\", \"asin\": \"B0D8LBF4G1\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Topps 2024 Star Wars Chrome Black Hobby Box\", \"asin\": \"B0F2LRLKR5\", \"price\": \"$169.98\", \"quantity\": \"\"},\n {\"title\": \"Punisher - Jon Bernthal - 13x19. Original Minimalist Retro Art Poster Print\", \"asin\": \"B077ZGFQJX\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Christian Bale Gorr Thor Love and Thunder #1043 Facsimile Signed Reprint Laser Autographed Funko POP! Movies Marvel Figurine with Protector Case\", \"asin\": \"B0BSTVW64B\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D8BRK2\", \"price\": \"$57.35\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"af304222\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Polaroid Go Generation 2 - Mini Instant Camera + Film Bundle (16 Photos Included) - White (6282)\", \"asin\": \"B0CG7GHYXJ\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 10 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Min Timer, 7 Cleaning Settings, 4 Replacement Toothbrush Heads, and Charging Travel Case, Black\", \"asin\": \"B0C2S65831\", \"price\": \"$379.94\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Black\",\n \"asin\": \"B0DSC3BPYT\"\n},\n {\n \"title\": \"Lmcpa Carrying Case for Nintendo Switch 2 (2025), Hard Shell Travel Case with Storage Pockets for Accessories & Games, Protective Portable Pouch for 2025 Switch 2nd gen [7.9 inch], Black\",\n \"asin\": \"B0DSD1Y38B\"\n},\n {\n \"title\": \"Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Blue\",\n \"asin\": \"B0DSD443D5\"\n}\n ],\n \"search_results\": [\n {\"title\": \"CoBak Large Capacity Carrying Case for Nintendo Switch 2 ( 2025 ) , Ultra Slim Premium EVA Travel Pouch with 24 Game Cartridges, Screen Protective Cover, Accessories Storage Bag, Black\", \"asin\": \"B0DJ2W38WK\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"2-Pack Anti-Glare Screen Protector for Nintendo Switch 2, Matte Tempered Glass Protector Easy to Install with Guiding Frame 9H Hardness Scratch Resistant\", \"asin\": \"B0DSHQ192C\", \"price\": \"$9.59\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"amFilm Auto-Alignment OneTouch for Nintendo Switch 2 Screen Protector [7.9''] 2025 Tempered Glass, Accessories, 30 seconds Installation, Bubble Free, Anti-Scratch, Touch Sensitive, Ultra-Clear [2Pack]\", \"asin\": \"B0DRCKDWD1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Cyberpunk 2077: Ultimate Edition- Nintendo Switch 2\", \"asin\": \"B0F64Q8C97\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery This item will be released on June 5, 2025.\"},\n {\"title\": \"ivoler 4-Pack Tempered Glass Screen Protector Designed for Nintendo Switch 2 2025 with [Alignment Frame] Transparent HD Clear[Updated Version] Screen Protector for Switch 2 7.9''\", \"asin\": \"B0DS1S2Z7L\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch\\u2122 with Neon Blue and Neon Red Joy\\u2011Con\\u2122\", \"asin\": \"B0BFJWCYTL\", \"price\": \"$299.00\", \"delivery\": \"FREE delivery May 8 - 12 Or fastest delivery Wed, May 7\"},\n {\"title\": \"Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Black\", \"asin\": \"B0DSC3BPYT\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Marvel vs. Capcom Fighting Collection: Arcade Classics - Nintendo Switch\", \"asin\": \"B0D7NQN715\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Split Fiction - Nintendo Switch 2\", \"asin\": \"B0F6423HHW\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery This item will be released on June 5, 2025.\"},\n {\"title\": \"Nintendo Switch\\u2122 Mario Kart\\u2122 8 Deluxe Bundle (Full Game Download + 3 Mo. Nintendo Switch Online Membership Included)\", \"asin\": \"B0CHBN8QD9\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery May 12 - 16 Or fastest delivery Wed, May 7 Only 2 left in stock - order soon.\"},\n {\"title\": \"Star Wars: Heritage Pack - Nintendo Switch\", \"asin\": \"B0CK4Y8YLG\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Switch 2 Carrying Case for Nintendo Switch 2 (2025), Portable PU Hard Shell Travel Case with Pockets for Accessories and Games Card, Protective Travel Bag for Switch 2 Holds 10 Game Cartridge, Black\", \"asin\": \"B0DSZHZ13W\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch (OLED model) with White Joy-Con\", \"asin\": \"B098RKWHHZ\", \"price\": \"$326.94\", \"delivery\": \"FREE delivery May 14 - 18 for Prime members\"},\n {\"title\": \"Daemon X Machina Titanic Scion Limited Edition Nintendo Switch 2\", \"asin\": \"B0F3KJKKDT\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery This item will be released on September 5, 2025.\"},\n {\"title\": \"Story of Seasons Grand Bazaar Premium Edition Nintendo Switch 2\", \"asin\": \"B0F3K153M2\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery This item will be released on August 27, 2025.\"},\n {\"title\": \"Star Wars Outlaws - Gold Edition, Nintendo Switch 2\", \"asin\": \"B0F79Z9V31\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery This item will be released on September 4, 2025.\"},\n {\"title\": \"annapro Carrying Case for Switch 2 (2025)/Switch/PS5 Portal/Steam Deck/Steam Deck OLED/Legion Go, Protective Hard Shell Travel Case for AC Adapter, Docking Station, Console and Game Accessories\", \"asin\": \"B09NNNVX6K\", \"price\": \"$31.99\", \"delivery\": \" FREE delivery Thu, May 8\"},\n {\"title\": \"Tempered Glass Screen Protector [GlasTR EZ FIT] designed for Nintendo Switch 2 (2025) - 2 Pack\", \"asin\": \"B0DNH9C9FD\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Rune Factory Guardians of Azuma Standard Edition Nintendo Switch 2\", \"asin\": \"B0F3KMTVYQ\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery This item will be released on June 5, 2025.\"},\n {\"title\": \"amFilm Tempered Glass Screen Protector Compatible with Nintendo Switch 2 7.9\\\" 2025 (3-Pack)\", \"asin\": \"B0DS73N83B\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch with Gray Joy\\u2011Con\", \"asin\": \"B07VQR11NH\", \"price\": \"$269.99\", \"delivery\": \"$15.89 delivery Tue, May 13 Or fastest delivery Thu, May 8\"},\n {\"title\": \"Screen Protectors for Nintendo Switch 2 2025,Tempered Glass Case for Nintendo Switch 2, Travel Carrying Case Accessories, Screen Protector for Switch 2 8''\", \"asin\": \"B0DSW67DDW\", \"price\": \"$7.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-06T01:51:14.637Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-06T01:50:30.750Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-06T01:50:47.298Z\", \"action\": \"input\", \"action_argument\": \"switch 2\"}\n{\"timestamp\": \"2025-05-06T01:51:14.637Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"switch 2\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Coke Zero Sugar Cola Soda, 12 oz, 12 Pack (Package May Vary)\", \"asin\": \"B000OV0S84\", \"price\": \"$7.92\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"LEGO Star Wars: Ahsoka Chopper (C1-10P) Astromech Droid Set - Building Toy for Kids, Ages 10+ - Makes a Great Gift for Boys and Girls - Model Kit and Room Decor Idea for Sci-Fi Adventure Fans - 75416\", \"asin\": \"B0DJ1BLT51\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Ruggable x Star Wars Washable 2x3 Area Rug, Grogu Trellis Sage Green, Premium Rugs for Living Room, Bedroom, Kitchen, Office, Classroom with Gripper Non Slip Pad\", \"asin\": \"B0CBBGBLJ1\", \"price\": \"$119.00\", \"quantity\": \"\"},\n {\"title\": \"Metal Sign 8 x 12inch - X-Men vs Avengers Vintage Look tin Sign Wall Decoration Bar Cafe Home Decor Wholesale Home Decor\", \"asin\": \"B0C61B55FX\", \"price\": \"$12.98\", \"quantity\": \"\"},\n {\"title\": \"Paladone Wolverine Icon Light - Officially Licensed Marvel Merchandise, X-Men Character Shaped Lamp for Bedside Table or Desk Decor, Battery Powered Disney Collectable\", \"asin\": \"B0D8LBF4G1\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Topps 2024 Star Wars Chrome Black Hobby Box\", \"asin\": \"B0F2LRLKR5\", \"price\": \"$169.98\", \"quantity\": \"\"},\n {\"title\": \"Punisher - Jon Bernthal - 13x19. Original Minimalist Retro Art Poster Print\", \"asin\": \"B077ZGFQJX\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Christian Bale Gorr Thor Love and Thunder #1043 Facsimile Signed Reprint Laser Autographed Funko POP! Movies Marvel Figurine with Protector Case\", \"asin\": \"B0BSTVW64B\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D8BRK2\", \"price\": \"$57.35\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"af304222\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Polaroid Go Generation 2 - Mini Instant Camera + Film Bundle (16 Photos Included) - White (6282)\", \"asin\": \"B0CG7GHYXJ\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 10 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Min Timer, 7 Cleaning Settings, 4 Replacement Toothbrush Heads, and Charging Travel Case, Black\", \"asin\": \"B0C2S65831\", \"price\": \"$379.94\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Black\",\n \"asin\": \"B0DSC3BPYT\"\n},\n {\n \"title\": \"Lmcpa Carrying Case for Nintendo Switch 2 (2025), Hard Shell Travel Case with Storage Pockets for Accessories & Games, Protective Portable Pouch for 2025 Switch 2nd gen [7.9 inch], Black\",\n \"asin\": \"B0DSD1Y38B\"\n},\n {\n \"title\": \"Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Blue\",\n \"asin\": \"B0DSD443D5\"\n}\n ],\n \"search_results\": [\n {\"title\": \"CoBak Large Capacity Carrying Case for Nintendo Switch 2 ( 2025 ) , Ultra Slim Premium EVA Travel Pouch with 24 Game Cartridges, Screen Protective Cover, Accessories Storage Bag, Black\", \"asin\": \"B0DJ2W38WK\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"2-Pack Anti-Glare Screen Protector for Nintendo Switch 2, Matte Tempered Glass Protector Easy to Install with Guiding Frame 9H Hardness Scratch Resistant\", \"asin\": \"B0DSHQ192C\", \"price\": \"$9.59\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"amFilm Auto-Alignment OneTouch for Nintendo Switch 2 Screen Protector [7.9''] 2025 Tempered Glass, Accessories, 30 seconds Installation, Bubble Free, Anti-Scratch, Touch Sensitive, Ultra-Clear [2Pack]\", \"asin\": \"B0DRCKDWD1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Cyberpunk 2077: Ultimate Edition- Nintendo Switch 2\", \"asin\": \"B0F64Q8C97\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery This item will be released on June 5, 2025.\"},\n {\"title\": \"ivoler 4-Pack Tempered Glass Screen Protector Designed for Nintendo Switch 2 2025 with [Alignment Frame] Transparent HD Clear[Updated Version] Screen Protector for Switch 2 7.9''\", \"asin\": \"B0DS1S2Z7L\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch\\u2122 with Neon Blue and Neon Red Joy\\u2011Con\\u2122\", \"asin\": \"B0BFJWCYTL\", \"price\": \"$299.00\", \"delivery\": \"FREE delivery May 8 - 12 Or fastest delivery Wed, May 7\"},\n {\"title\": \"Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Black\", \"asin\": \"B0DSC3BPYT\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Marvel vs. Capcom Fighting Collection: Arcade Classics - Nintendo Switch\", \"asin\": \"B0D7NQN715\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Split Fiction - Nintendo Switch 2\", \"asin\": \"B0F6423HHW\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery This item will be released on June 5, 2025.\"},\n {\"title\": \"Nintendo Switch\\u2122 Mario Kart\\u2122 8 Deluxe Bundle (Full Game Download + 3 Mo. Nintendo Switch Online Membership Included)\", \"asin\": \"B0CHBN8QD9\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery May 12 - 16 Or fastest delivery Wed, May 7 Only 2 left in stock - order soon.\"},\n {\"title\": \"Star Wars: Heritage Pack - Nintendo Switch\", \"asin\": \"B0CK4Y8YLG\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Switch 2 Carrying Case for Nintendo Switch 2 (2025), Portable PU Hard Shell Travel Case with Pockets for Accessories and Games Card, Protective Travel Bag for Switch 2 Holds 10 Game Cartridge, Black\", \"asin\": \"B0DSZHZ13W\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch (OLED model) with White Joy-Con\", \"asin\": \"B098RKWHHZ\", \"price\": \"$326.94\", \"delivery\": \"FREE delivery May 14 - 18 for Prime members\"},\n {\"title\": \"Daemon X Machina Titanic Scion Limited Edition Nintendo Switch 2\", \"asin\": \"B0F3KJKKDT\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery This item will be released on September 5, 2025.\"},\n {\"title\": \"Story of Seasons Grand Bazaar Premium Edition Nintendo Switch 2\", \"asin\": \"B0F3K153M2\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery This item will be released on August 27, 2025.\"},\n {\"title\": \"Star Wars Outlaws - Gold Edition, Nintendo Switch 2\", \"asin\": \"B0F79Z9V31\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery This item will be released on September 4, 2025.\"},\n {\"title\": \"annapro Carrying Case for Switch 2 (2025)/Switch/PS5 Portal/Steam Deck/Steam Deck OLED/Legion Go, Protective Hard Shell Travel Case for AC Adapter, Docking Station, Console and Game Accessories\", \"asin\": \"B09NNNVX6K\", \"price\": \"$31.99\", \"delivery\": \" FREE delivery Thu, May 8\"},\n {\"title\": \"Tempered Glass Screen Protector [GlasTR EZ FIT] designed for Nintendo Switch 2 (2025) - 2 Pack\", \"asin\": \"B0DNH9C9FD\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Rune Factory Guardians of Azuma Standard Edition Nintendo Switch 2\", \"asin\": \"B0F3KMTVYQ\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery This item will be released on June 5, 2025.\"},\n {\"title\": \"amFilm Tempered Glass Screen Protector Compatible with Nintendo Switch 2 7.9\\\" 2025 (3-Pack)\", \"asin\": \"B0DS73N83B\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch with Gray Joy\\u2011Con\", \"asin\": \"B07VQR11NH\", \"price\": \"$269.99\", \"delivery\": \"$15.89 delivery Tue, May 13 Or fastest delivery Thu, May 8\"},\n {\"title\": \"Screen Protectors for Nintendo Switch 2 2025,Tempered Glass Case for Nintendo Switch 2, Travel Carrying Case Accessories, Screen Protector for Switch 2 8''\", \"asin\": \"B0DSW67DDW\", \"price\": \"$7.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-06T01:51:18.246Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-06T01:51:18.246Z	input	nintendo	rule	2025-05-06T01:51:18.246Z	train	2,591	2025-05-06T01:51:18.246Z	input	nintendo	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-06T01:50:30.750Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-06T01:50:47.298Z", "action": "input", "action_argument": "switch 2"} {"timestamp": "2025-05-06T01:51:14.637Z", "action": "click", "action_argument": "quantity"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "switch 2" } ], "cart_items": [ {"title": "Coke Zero Sugar Cola Soda, 12 oz, 12 Pack (Package May Vary)", "asin": "B000OV0S84", "price": "$7.92", "quantity": "1"} ], "promotion_items": [ {"title": "LEGO Star Wars: Ahsoka Chopper (C1-10P) Astromech Droid Set - Building Toy for Kids, Ages 10+ - Makes a Great Gift for Boys and Girls - Model Kit and Room Decor Idea for Sci-Fi Adventure Fans - 75416", "asin": "B0DJ1BLT51", "price": "$99.99", "quantity": ""}, {"title": "Ruggable x Star Wars Washable 2x3 Area Rug, Grogu Trellis Sage Green, Premium Rugs for Living Room, Bedroom, Kitchen, Office, Classroom with Gripper Non Slip Pad", "asin": "B0CBBGBLJ1", "price": "$119.00", "quantity": ""}, {"title": "Metal Sign 8 x 12inch - X-Men vs Avengers Vintage Look tin Sign Wall Decoration Bar Cafe Home Decor Wholesale Home Decor", "asin": "B0C61B55FX", "price": "$12.98", "quantity": ""}, {"title": "Paladone Wolverine Icon Light - Officially Licensed Marvel Merchandise, X-Men Character Shaped Lamp for Bedside Table or Desk Decor, Battery Powered Disney Collectable", "asin": "B0D8LBF4G1", "price": "$19.99", "quantity": ""}, {"title": "Topps 2024 Star Wars Chrome Black Hobby Box", "asin": "B0F2LRLKR5", "price": "$169.98", "quantity": ""}, {"title": "Punisher - Jon Bernthal - 13x19. Original Minimalist Retro Art Poster Print", "asin": "B077ZGFQJX", "price": "$25.00", "quantity": ""}, {"title": "Christian Bale Gorr Thor Love and Thunder #1043 Facsimile Signed Reprint Laser Autographed Funko POP! Movies Marvel Figurine with Protector Case", "asin": "B0BSTVW64B", "price": "$29.99", "quantity": ""}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1D8BRK2", "price": "$57.35", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "af304222", "price": "$149.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Polaroid Go Generation 2 - Mini Instant Camera + Film Bundle (16 Photos Included) - White (6282)", "asin": "B0CG7GHYXJ", "price": "$89.99", "quantity": ""}, {"title": "Oral-B iO Series 10 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Min Timer, 7 Cleaning Settings, 4 Replacement Toothbrush Heads, and Charging Travel Case, Black", "asin": "B0C2S65831", "price": "$379.94", "quantity": ""} ], "ads": [ { "title": "Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Black", "asin": "B0DSC3BPYT" }, { "title": "Lmcpa Carrying Case for Nintendo Switch 2 (2025), Hard Shell Travel Case with Storage Pockets for Accessories & Games, Protective Portable Pouch for 2025 Switch 2nd gen [7.9 inch], Black", "asin": "B0DSD1Y38B" }, { "title": "Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Blue", "asin": "B0DSD443D5" } ], "search_results": [ {"title": "CoBak Large Capacity Carrying Case for Nintendo Switch 2 ( 2025 ) , Ultra Slim Premium EVA Travel Pouch with 24 Game Cartridges, Screen Protective Cover, Accessories Storage Bag, Black", "asin": "B0DJ2W38WK", "price": "$12.99", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "2-Pack Anti-Glare Screen Protector for Nintendo Switch 2, Matte Tempered Glass Protector Easy to Install with Guiding Frame 9H Hardness Scratch Resistant", "asin": "B0DSHQ192C", "price": "$9.59", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "amFilm Auto-Alignment OneTouch for Nintendo Switch 2 Screen Protector [7.9''] 2025 Tempered Glass, Accessories, 30 seconds Installation, Bubble Free, Anti-Scratch, Touch Sensitive, Ultra-Clear [2Pack]", "asin": "B0DRCKDWD1", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "Cyberpunk 2077: Ultimate Edition- Nintendo Switch 2", "asin": "B0F64Q8C97", "price": "$69.99", "delivery": "FREE delivery This item will be released on June 5, 2025."}, {"title": "ivoler 4-Pack Tempered Glass Screen Protector Designed for Nintendo Switch 2 2025 with [Alignment Frame] Transparent HD Clear[Updated Version] Screen Protector for Switch 2 7.9''", "asin": "B0DS1S2Z7L", "price": "$8.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "Nintendo Switch\u2122 with Neon Blue and Neon Red Joy\u2011Con\u2122", "asin": "B0BFJWCYTL", "price": "$299.00", "delivery": "FREE delivery May 8 - 12 Or fastest delivery Wed, May 7"}, {"title": "Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Black", "asin": "B0DSC3BPYT", "price": "$19.99", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "Marvel vs. Capcom Fighting Collection: Arcade Classics - Nintendo Switch", "asin": "B0D7NQN715", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "Split Fiction - Nintendo Switch 2", "asin": "B0F6423HHW", "price": "$49.99", "delivery": "FREE delivery This item will be released on June 5, 2025."}, {"title": "Nintendo Switch\u2122 Mario Kart\u2122 8 Deluxe Bundle (Full Game Download + 3 Mo. Nintendo Switch Online Membership Included)", "asin": "B0CHBN8QD9", "price": "$369.99", "delivery": "FREE delivery May 12 - 16 Or fastest delivery Wed, May 7 Only 2 left in stock - order soon."}, {"title": "Star Wars: Heritage Pack - Nintendo Switch", "asin": "B0CK4Y8YLG", "price": "$39.99", "delivery": "FREE delivery Thu, May 8"}, {"title": "Switch 2 Carrying Case for Nintendo Switch 2 (2025), Portable PU Hard Shell Travel Case with Pockets for Accessories and Games Card, Protective Travel Bag for Switch 2 Holds 10 Game Cartridge, Black", "asin": "B0DSZHZ13W", "price": "$19.99", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "Nintendo Switch (OLED model) with White Joy-Con", "asin": "B098RKWHHZ", "price": "$326.94", "delivery": "FREE delivery May 14 - 18 for Prime members"}, {"title": "Daemon X Machina Titanic Scion Limited Edition Nintendo Switch 2", "asin": "B0F3KJKKDT", "price": "$99.99", "delivery": "FREE delivery This item will be released on September 5, 2025."}, {"title": "Story of Seasons Grand Bazaar Premium Edition Nintendo Switch 2", "asin": "B0F3K153M2", "price": "$79.99", "delivery": "FREE delivery This item will be released on August 27, 2025."}, {"title": "Star Wars Outlaws - Gold Edition, Nintendo Switch 2", "asin": "B0F79Z9V31", "price": "$59.99", "delivery": "FREE delivery This item will be released on September 4, 2025."}, {"title": "annapro Carrying Case for Switch 2 (2025)/Switch/PS5 Portal/Steam Deck/Steam Deck OLED/Legion Go, Protective Hard Shell Travel Case for AC Adapter, Docking Station, Console and Game Accessories", "asin": "B09NNNVX6K", "price": "$31.99", "delivery": " FREE delivery Thu, May 8"}, {"title": "Tempered Glass Screen Protector [GlasTR EZ FIT] designed for Nintendo Switch 2 (2025) - 2 Pack", "asin": "B0DNH9C9FD", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "Rune Factory Guardians of Azuma Standard Edition Nintendo Switch 2", "asin": "B0F3KMTVYQ", "price": "$69.99", "delivery": "FREE delivery This item will be released on June 5, 2025."}, {"title": "amFilm Tempered Glass Screen Protector Compatible with Nintendo Switch 2 7.9\" 2025 (3-Pack)", "asin": "B0DS73N83B", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "Nintendo Switch with Gray Joy\u2011Con", "asin": "B07VQR11NH", "price": "$269.99", "delivery": "$15.89 delivery Tue, May 13 Or fastest delivery Thu, May 8"}, {"title": "Screen Protectors for Nintendo Switch 2 2025,Tempered Glass Case for Nintendo Switch 2, Travel Carrying Case Accessories, Screen Protector for Switch 2 8''", "asin": "B0DSW67DDW", "price": "$7.99", "delivery": " Two-DayFREE delivery Wed, May 7"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-06T01:51:18.246Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>nintendo</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>nintendo</answer_argument>", "index": 2591, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-06T01:50:30.750Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-06T01:50:47.298Z\", \"action\": \"input\", \"action_argument\": \"switch 2\"}\n{\"timestamp\": \"2025-05-06T01:51:14.637Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"switch 2\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Coke Zero Sugar Cola Soda, 12 oz, 12 Pack (Package May Vary)\", \"asin\": \"B000OV0S84\", \"price\": \"$7.92\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"LEGO Star Wars: Ahsoka Chopper (C1-10P) Astromech Droid Set - Building Toy for Kids, Ages 10+ - Makes a Great Gift for Boys and Girls - Model Kit and Room Decor Idea for Sci-Fi Adventure Fans - 75416\", \"asin\": \"B0DJ1BLT51\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Ruggable x Star Wars Washable 2x3 Area Rug, Grogu Trellis Sage Green, Premium Rugs for Living Room, Bedroom, Kitchen, Office, Classroom with Gripper Non Slip Pad\", \"asin\": \"B0CBBGBLJ1\", \"price\": \"$119.00\", \"quantity\": \"\"},\n {\"title\": \"Metal Sign 8 x 12inch - X-Men vs Avengers Vintage Look tin Sign Wall Decoration Bar Cafe Home Decor Wholesale Home Decor\", \"asin\": \"B0C61B55FX\", \"price\": \"$12.98\", \"quantity\": \"\"},\n {\"title\": \"Paladone Wolverine Icon Light - Officially Licensed Marvel Merchandise, X-Men Character Shaped Lamp for Bedside Table or Desk Decor, Battery Powered Disney Collectable\", \"asin\": \"B0D8LBF4G1\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Topps 2024 Star Wars Chrome Black Hobby Box\", \"asin\": \"B0F2LRLKR5\", \"price\": \"$169.98\", \"quantity\": \"\"},\n {\"title\": \"Punisher - Jon Bernthal - 13x19. Original Minimalist Retro Art Poster Print\", \"asin\": \"B077ZGFQJX\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Christian Bale Gorr Thor Love and Thunder #1043 Facsimile Signed Reprint Laser Autographed Funko POP! Movies Marvel Figurine with Protector Case\", \"asin\": \"B0BSTVW64B\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D8BRK2\", \"price\": \"$57.35\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"af304222\", \"price\": \"$149.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"Polaroid Go Generation 2 - Mini Instant Camera + Film Bundle (16 Photos Included) - White (6282)\", \"asin\": \"B0CG7GHYXJ\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"Oral-B iO Series 10 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Min Timer, 7 Cleaning Settings, 4 Replacement Toothbrush Heads, and Charging Travel Case, Black\", \"asin\": \"B0C2S65831\", \"price\": \"$379.94\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Black\",\n \"asin\": \"B0DSC3BPYT\"\n},\n {\n \"title\": \"Lmcpa Carrying Case for Nintendo Switch 2 (2025), Hard Shell Travel Case with Storage Pockets for Accessories & Games, Protective Portable Pouch for 2025 Switch 2nd gen [7.9 inch], Black\",\n \"asin\": \"B0DSD1Y38B\"\n},\n {\n \"title\": \"Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Blue\",\n \"asin\": \"B0DSD443D5\"\n}\n ],\n \"search_results\": [\n {\"title\": \"CoBak Large Capacity Carrying Case for Nintendo Switch 2 ( 2025 ) , Ultra Slim Premium EVA Travel Pouch with 24 Game Cartridges, Screen Protective Cover, Accessories Storage Bag, Black\", \"asin\": \"B0DJ2W38WK\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"2-Pack Anti-Glare Screen Protector for Nintendo Switch 2, Matte Tempered Glass Protector Easy to Install with Guiding Frame 9H Hardness Scratch Resistant\", \"asin\": \"B0DSHQ192C\", \"price\": \"$9.59\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"amFilm Auto-Alignment OneTouch for Nintendo Switch 2 Screen Protector [7.9''] 2025 Tempered Glass, Accessories, 30 seconds Installation, Bubble Free, Anti-Scratch, Touch Sensitive, Ultra-Clear [2Pack]\", \"asin\": \"B0DRCKDWD1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Cyberpunk 2077: Ultimate Edition- Nintendo Switch 2\", \"asin\": \"B0F64Q8C97\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery This item will be released on June 5, 2025.\"},\n {\"title\": \"ivoler 4-Pack Tempered Glass Screen Protector Designed for Nintendo Switch 2 2025 with [Alignment Frame] Transparent HD Clear[Updated Version] Screen Protector for Switch 2 7.9''\", \"asin\": \"B0DS1S2Z7L\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch\\u2122 with Neon Blue and Neon Red Joy\\u2011Con\\u2122\", \"asin\": \"B0BFJWCYTL\", \"price\": \"$299.00\", \"delivery\": \"FREE delivery May 8 - 12 Or fastest delivery Wed, May 7\"},\n {\"title\": \"Lmcpa Carrying Case for Nintendo Switch 2 (2025) 7.9 Inch, Protective Hard Shell Portable Switch Travel Case, Durable Ballistic Nylon, Lightweight and Large Capacity, Accessories for Switch 2, Black\", \"asin\": \"B0DSC3BPYT\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Marvel vs. Capcom Fighting Collection: Arcade Classics - Nintendo Switch\", \"asin\": \"B0D7NQN715\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Split Fiction - Nintendo Switch 2\", \"asin\": \"B0F6423HHW\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery This item will be released on June 5, 2025.\"},\n {\"title\": \"Nintendo Switch\\u2122 Mario Kart\\u2122 8 Deluxe Bundle (Full Game Download + 3 Mo. Nintendo Switch Online Membership Included)\", \"asin\": \"B0CHBN8QD9\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery May 12 - 16 Or fastest delivery Wed, May 7 Only 2 left in stock - order soon.\"},\n {\"title\": \"Star Wars: Heritage Pack - Nintendo Switch\", \"asin\": \"B0CK4Y8YLG\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Switch 2 Carrying Case for Nintendo Switch 2 (2025), Portable PU Hard Shell Travel Case with Pockets for Accessories and Games Card, Protective Travel Bag for Switch 2 Holds 10 Game Cartridge, Black\", \"asin\": \"B0DSZHZ13W\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch (OLED model) with White Joy-Con\", \"asin\": \"B098RKWHHZ\", \"price\": \"$326.94\", \"delivery\": \"FREE delivery May 14 - 18 for Prime members\"},\n {\"title\": \"Daemon X Machina Titanic Scion Limited Edition Nintendo Switch 2\", \"asin\": \"B0F3KJKKDT\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery This item will be released on September 5, 2025.\"},\n {\"title\": \"Story of Seasons Grand Bazaar Premium Edition Nintendo Switch 2\", \"asin\": \"B0F3K153M2\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery This item will be released on August 27, 2025.\"},\n {\"title\": \"Star Wars Outlaws - Gold Edition, Nintendo Switch 2\", \"asin\": \"B0F79Z9V31\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery This item will be released on September 4, 2025.\"},\n {\"title\": \"annapro Carrying Case for Switch 2 (2025)/Switch/PS5 Portal/Steam Deck/Steam Deck OLED/Legion Go, Protective Hard Shell Travel Case for AC Adapter, Docking Station, Console and Game Accessories\", \"asin\": \"B09NNNVX6K\", \"price\": \"$31.99\", \"delivery\": \" FREE delivery Thu, May 8\"},\n {\"title\": \"Tempered Glass Screen Protector [GlasTR EZ FIT] designed for Nintendo Switch 2 (2025) - 2 Pack\", \"asin\": \"B0DNH9C9FD\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Rune Factory Guardians of Azuma Standard Edition Nintendo Switch 2\", \"asin\": \"B0F3KMTVYQ\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery This item will be released on June 5, 2025.\"},\n {\"title\": \"amFilm Tempered Glass Screen Protector Compatible with Nintendo Switch 2 7.9\\\" 2025 (3-Pack)\", \"asin\": \"B0DS73N83B\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch with Gray Joy\\u2011Con\", \"asin\": \"B07VQR11NH\", \"price\": \"$269.99\", \"delivery\": \"$15.89 delivery Tue, May 13 Or fastest delivery Thu, May 8\"},\n {\"title\": \"Screen Protectors for Nintendo Switch 2 2025,Tempered Glass Case for Nintendo Switch 2, Travel Carrying Case Accessories, Screen Protector for Switch 2 8''\", \"asin\": \"B0DSW67DDW\", \"price\": \"$7.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-06T01:51:18.246Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-06T01:50:30.750Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-06T01:50:47.298Z\", \"action\": \"input\", \"action_argument\": \"switch 2\"}\n{\"timestamp\": \"2025-05-06T01:51:14.637Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-06T01:51:18.246Z\", \"action\": \"input\", \"action_argument\": \"nintendo\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"nintendo\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Nintendo Switch\\u2122 with Neon Blue and Neon Red Joy\\u2011Con\\u2122\", \"asin\": \"B0BFJWCYTL\", \"price\": \"$299.00\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Switch (OLED model) with White Joy-Con\", \"asin\": \"B098RKWHHZ\", \"price\": \"$326.94\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Switch Lite - Blue\", \"asin\": \"B092VT1JGD\", \"price\": \"$199.00\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Switch \\u2013 OLED Model w/ Neon Red & Neon Blue Joy-Con\", \"asin\": \"B098RL6SBJ\", \"price\": \"$339.00\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Switch Lite - Turquoise\\nESRB Rating: Everyone\", \"asin\": \"B07V4GCFP9\", \"price\": \"$199.00\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Super Mario Princess Peach Portrait Graphic T-Shirt T-Shirt\", \"asin\": \"\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Super Mario Bowser Enemy Group Shot T-Shirt\", \"asin\": \"\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Level Up SNES Controller Classic Fit T-Shirt - Black, Adult, Round Neck\", \"asin\": \"\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Super Mario Dry Bones Profile T-Shirt\", \"asin\": \"\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Nintendo NES Controller Let's Settle This Graphic T-Shirt\", \"asin\": \"\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Super Mario Yoshi Intro Jump Graphic T-Shirt\", \"asin\": \"\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Yoshi Old School Graphic T-Shirt T-Shirt\", \"asin\": \"\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Super Mario Bowser Costume Graphic T-Shirt\", \"asin\": \"\", \"price\": \"$23.50\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Super Mario Boys T-Shirts 3-Pack, Super Mario Bros Characters 3-Pack of Tees for Boys Bundle Set\", \"asin\": \"B0913JMV66\", \"price\": \"$36.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch\\u2122 with Neon Blue and Neon Red Joy\\u2011Con\\u2122\", \"asin\": \"B0BFJWCYTL\", \"price\": \"$299.00\", \"delivery\": \"FREE delivery May 8 - 12 Or fastest delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch (OLED model) with White Joy-Con\", \"asin\": \"B098RKWHHZ\", \"price\": \"$326.94\", \"delivery\": \"FREE delivery May 14 - 18 for Prime members\"},\n {\"title\": \"Nintendo eShop Gift Card\", \"asin\": \"B07ZQZK6KQ\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day\"},\n {\"title\": \"Nintendo Entertainment System NES Classic Edition- Game Console With Controller Included\", \"asin\": \"B07P875QTN\", \"price\": \"$274.95\", \"delivery\": \"FREE delivery May 9 - 13 Or fastest delivery Thu, May 8 Only 3 left in stock - order soon.\"},\n {\"title\": \"Switch Lite - Coral - Switch\", \"asin\": \"B084Y3VVNG\", \"price\": \"$199.00\", \"delivery\": \"FREE delivery Thu, May 8 Or fastest delivery Wed, May 7\"},\n {\"title\": \"JSAUX Slim Carrying Case Compatible with Nintendo Switch 2 2025, Portable Switch 2 Case with 10 Game Slots, Protective Hard Shell for Travel and Storage, Blue\", \"asin\": \"B0F2F38LZK\", \"price\": \"$21.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch\\u2122 with Neon Blue and Neon Red Joy\\u2011Con\\u2122 (Renewed)\", \"asin\": \"B0BS9Y9L2Y\", \"price\": \"$255.99\", \"delivery\": \"FREE delivery May 16 - 20 for Prime members\"},\n {\"title\": \"Switch with Neon Blue and Neon Red Joy\\u2011Con\", \"asin\": \"B07VGRJDFY\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery May 9 - 13\"},\n {\"title\": \"Retro Game Console,Classic Mini Handheld Video Game Console Built-in 620 Classic Edition Games, AV Output and Dual Game Controllers\", \"asin\": \"B0DNDH993W\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch\\u2122 Mario Kart\\u2122 8 Deluxe Bundle (Full Game Download + 3 Mo. Nintendo Switch Online Membership Included)\", \"asin\": \"B0CHBN8QD9\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery May 12 - 16 Or fastest delivery Wed, May 7 Only 2 left in stock - order soon.\"},\n {\"title\": \"Piranha Plant Lamp Super Mario Bros Nintendo\", \"asin\": \"B0BVMV762C\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch Mario Kart 8 Deluxe Bundle 3 Month Nintendo + 128GB MicroSD Card\", \"asin\": \"B097MDTS8D\", \"price\": \"$379.99\", \"delivery\": \"FREE delivery Fri, May 9 Or fastest delivery Thu, May 8 Only 17 left in stock - order soon.\"},\n {\"title\": \"Nintendo eShop Gift Card\", \"asin\": \"B07736LZ6G\", \"price\": \"$20.00\", \"delivery\": \"\"},\n {\"title\": \"Nintendo Switch Sports\", \"asin\": \"B09SBYHZJB\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo eShop Gift Card\", \"asin\": \"B07ZQZ4MGR\", \"price\": \"$35.00\", \"delivery\": \" Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day\"},\n {\"title\": \"RG35XX 2024 New Updated Portable Game Console with 3.5 Inch IPS Screen Built-in 5470+ Games Linux System, Handheld Video Games Support Gamepad and HDMI TV Output, Retro Game Gift (Gray)\", \"asin\": \"B0BWNRG6G7\", \"price\": \"$62.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo DS Lite Console Handheld System Black (Renewed)\", \"asin\": \"B01MPYRE0O\", \"price\": \"$105.45\", \"delivery\": \" Two-Day FREE delivery Wed, May 7 Only 7 left in stock - order soon.\"},\n {\"title\": \"Nintendo 64 Console, Premium Bundle (Renewed)\", \"asin\": \"B0DHYK88BW\", \"price\": \"$183.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Switch with Gray Joy\\u2011Con - HAC-001(-01)\", \"asin\": \"B07VJRZ62R\", \"price\": \"$278.99\", \"delivery\": \"FREE delivery Thu, May 8 Or fastest delivery Wed, May 7\"},\n {\"title\": \"Super Mario Bomber Jacket, Mario and Luigi Bomber Jacket\", \"asin\": \"B0BQPH9CNF\", \"price\": \"$48.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Docking Station for Nintendo Switch/Switch OLED, Ponkor Charging TV Dock, Portable Adapter Charger with USB 3.0 for Nintendo Switch Dock(No Cords)\", \"asin\": \"B07T9LB5QY\", \"price\": \"$27.54\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-06T01:51:22.173Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-06T01:51:22.173Z	input	8bitdo	rule	2025-05-06T01:51:22.173Z	train	2,592	2025-05-06T01:51:22.173Z	input	8bitdo	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-06T01:50:30.750Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-06T01:50:47.298Z", "action": "input", "action_argument": "switch 2"} {"timestamp": "2025-05-06T01:51:14.637Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-06T01:51:18.246Z", "action": "input", "action_argument": "nintendo"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "nintendo" } ], "promotion_items": [ {"title": "Nintendo Switch\u2122 with Neon Blue and Neon Red Joy\u2011Con\u2122", "asin": "B0BFJWCYTL", "price": "$299.00", "quantity": ""}, {"title": "Nintendo Switch (OLED model) with White Joy-Con", "asin": "B098RKWHHZ", "price": "$326.94", "quantity": ""}, {"title": "Nintendo Switch Lite - Blue", "asin": "B092VT1JGD", "price": "$199.00", "quantity": ""}, {"title": "Nintendo Switch \u2013 OLED Model w/ Neon Red & Neon Blue Joy-Con", "asin": "B098RL6SBJ", "price": "$339.00", "quantity": ""}, {"title": "Nintendo Switch Lite - Turquoise\nESRB Rating: Everyone", "asin": "B07V4GCFP9", "price": "$199.00", "quantity": ""}, {"title": "Nintendo Super Mario Princess Peach Portrait Graphic T-Shirt T-Shirt", "asin": "", "price": "$19.98", "quantity": ""}, {"title": "Nintendo Super Mario Bowser Enemy Group Shot T-Shirt", "asin": "", "price": "$19.98", "quantity": ""}, {"title": "Nintendo Level Up SNES Controller Classic Fit T-Shirt - Black, Adult, Round Neck", "asin": "", "price": "$23.50", "quantity": ""}, {"title": "Nintendo Super Mario Dry Bones Profile T-Shirt", "asin": "", "price": "$19.98", "quantity": ""}, {"title": "Nintendo NES Controller Let's Settle This Graphic T-Shirt", "asin": "", "price": "$19.98", "quantity": ""}, {"title": "Nintendo Super Mario Yoshi Intro Jump Graphic T-Shirt", "asin": "", "price": "$19.98", "quantity": ""}, {"title": "Yoshi Old School Graphic T-Shirt T-Shirt", "asin": "", "price": "$19.98", "quantity": ""}, {"title": "Nintendo Super Mario Bowser Costume Graphic T-Shirt", "asin": "", "price": "$23.50", "quantity": ""} ], "search_results": [ {"title": "Super Mario Boys T-Shirts 3-Pack, Super Mario Bros Characters 3-Pack of Tees for Boys Bundle Set", "asin": "B0913JMV66", "price": "$36.99", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "Nintendo Switch\u2122 with Neon Blue and Neon Red Joy\u2011Con\u2122", "asin": "B0BFJWCYTL", "price": "$299.00", "delivery": "FREE delivery May 8 - 12 Or fastest delivery Wed, May 7"}, {"title": "Nintendo Switch (OLED model) with White Joy-Con", "asin": "B098RKWHHZ", "price": "$326.94", "delivery": "FREE delivery May 14 - 18 for Prime members"}, {"title": "Nintendo eShop Gift Card", "asin": "B07ZQZK6KQ", "price": "$50.00", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"}, {"title": "Nintendo Entertainment System NES Classic Edition- Game Console With Controller Included", "asin": "B07P875QTN", "price": "$274.95", "delivery": "FREE delivery May 9 - 13 Or fastest delivery Thu, May 8 Only 3 left in stock - order soon."}, {"title": "Switch Lite - Coral - Switch", "asin": "B084Y3VVNG", "price": "$199.00", "delivery": "FREE delivery Thu, May 8 Or fastest delivery Wed, May 7"}, {"title": "JSAUX Slim Carrying Case Compatible with Nintendo Switch 2 2025, Portable Switch 2 Case with 10 Game Slots, Protective Hard Shell for Travel and Storage, Blue", "asin": "B0F2F38LZK", "price": "$21.99", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "Nintendo Switch\u2122 with Neon Blue and Neon Red Joy\u2011Con\u2122 (Renewed)", "asin": "B0BS9Y9L2Y", "price": "$255.99", "delivery": "FREE delivery May 16 - 20 for Prime members"}, {"title": "Switch with Neon Blue and Neon Red Joy\u2011Con", "asin": "B07VGRJDFY", "price": "$299.99", "delivery": "FREE delivery May 9 - 13"}, {"title": "Retro Game Console,Classic Mini Handheld Video Game Console Built-in 620 Classic Edition Games, AV Output and Dual Game Controllers", "asin": "B0DNDH993W", "price": "$39.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "Nintendo Switch\u2122 Mario Kart\u2122 8 Deluxe Bundle (Full Game Download + 3 Mo. Nintendo Switch Online Membership Included)", "asin": "B0CHBN8QD9", "price": "$369.99", "delivery": "FREE delivery May 12 - 16 Or fastest delivery Wed, May 7 Only 2 left in stock - order soon."}, {"title": "Piranha Plant Lamp Super Mario Bros Nintendo", "asin": "B0BVMV762C", "price": "$19.99", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "Nintendo Switch Mario Kart 8 Deluxe Bundle 3 Month Nintendo + 128GB MicroSD Card", "asin": "B097MDTS8D", "price": "$379.99", "delivery": "FREE delivery Fri, May 9 Or fastest delivery Thu, May 8 Only 17 left in stock - order soon."}, {"title": "Nintendo eShop Gift Card", "asin": "B07736LZ6G", "price": "$20.00", "delivery": ""}, {"title": "Nintendo Switch Sports", "asin": "B09SBYHZJB", "price": "$54.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "Nintendo eShop Gift Card", "asin": "B07ZQZ4MGR", "price": "$35.00", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"}, {"title": "RG35XX 2024 New Updated Portable Game Console with 3.5 Inch IPS Screen Built-in 5470+ Games Linux System, Handheld Video Games Support Gamepad and HDMI TV Output, Retro Game Gift (Gray)", "asin": "B0BWNRG6G7", "price": "$62.99", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "Nintendo DS Lite Console Handheld System Black (Renewed)", "asin": "B01MPYRE0O", "price": "$105.45", "delivery": " Two-Day FREE delivery Wed, May 7 Only 7 left in stock - order soon."}, {"title": "Nintendo 64 Console, Premium Bundle (Renewed)", "asin": "B0DHYK88BW", "price": "$183.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "Switch with Gray Joy\u2011Con - HAC-001(-01)", "asin": "B07VJRZ62R", "price": "$278.99", "delivery": "FREE delivery Thu, May 8 Or fastest delivery Wed, May 7"}, {"title": "Super Mario Bomber Jacket, Mario and Luigi Bomber Jacket", "asin": "B0BQPH9CNF", "price": "$48.99", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "Docking Station for Nintendo Switch/Switch OLED, Ponkor Charging TV Dock, Portable Adapter Charger with USB 3.0 for Nintendo Switch Dock(No Cords)", "asin": "B07T9LB5QY", "price": "$27.54", "delivery": " Two-DayFREE delivery Wed, May 7"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-06T01:51:22.173Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>input</answer_action><answer_argument>8bitdo</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>input</answer_action><answer_argument>8bitdo</answer_argument>", "index": 2592, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-06T01:50:30.750Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-06T01:50:47.298Z\", \"action\": \"input\", \"action_argument\": \"switch 2\"}\n{\"timestamp\": \"2025-05-06T01:51:14.637Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-06T01:51:18.246Z\", \"action\": \"input\", \"action_argument\": \"nintendo\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"nintendo\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Nintendo Switch\\u2122 with Neon Blue and Neon Red Joy\\u2011Con\\u2122\", \"asin\": \"B0BFJWCYTL\", \"price\": \"$299.00\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Switch (OLED model) with White Joy-Con\", \"asin\": \"B098RKWHHZ\", \"price\": \"$326.94\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Switch Lite - Blue\", \"asin\": \"B092VT1JGD\", \"price\": \"$199.00\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Switch \\u2013 OLED Model w/ Neon Red & Neon Blue Joy-Con\", \"asin\": \"B098RL6SBJ\", \"price\": \"$339.00\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Switch Lite - Turquoise\\nESRB Rating: Everyone\", \"asin\": \"B07V4GCFP9\", \"price\": \"$199.00\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Super Mario Princess Peach Portrait Graphic T-Shirt T-Shirt\", \"asin\": \"\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Super Mario Bowser Enemy Group Shot T-Shirt\", \"asin\": \"\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Level Up SNES Controller Classic Fit T-Shirt - Black, Adult, Round Neck\", \"asin\": \"\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Super Mario Dry Bones Profile T-Shirt\", \"asin\": \"\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Nintendo NES Controller Let's Settle This Graphic T-Shirt\", \"asin\": \"\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Super Mario Yoshi Intro Jump Graphic T-Shirt\", \"asin\": \"\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Yoshi Old School Graphic T-Shirt T-Shirt\", \"asin\": \"\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Nintendo Super Mario Bowser Costume Graphic T-Shirt\", \"asin\": \"\", \"price\": \"$23.50\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Super Mario Boys T-Shirts 3-Pack, Super Mario Bros Characters 3-Pack of Tees for Boys Bundle Set\", \"asin\": \"B0913JMV66\", \"price\": \"$36.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch\\u2122 with Neon Blue and Neon Red Joy\\u2011Con\\u2122\", \"asin\": \"B0BFJWCYTL\", \"price\": \"$299.00\", \"delivery\": \"FREE delivery May 8 - 12 Or fastest delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch (OLED model) with White Joy-Con\", \"asin\": \"B098RKWHHZ\", \"price\": \"$326.94\", \"delivery\": \"FREE delivery May 14 - 18 for Prime members\"},\n {\"title\": \"Nintendo eShop Gift Card\", \"asin\": \"B07ZQZK6KQ\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day\"},\n {\"title\": \"Nintendo Entertainment System NES Classic Edition- Game Console With Controller Included\", \"asin\": \"B07P875QTN\", \"price\": \"$274.95\", \"delivery\": \"FREE delivery May 9 - 13 Or fastest delivery Thu, May 8 Only 3 left in stock - order soon.\"},\n {\"title\": \"Switch Lite - Coral - Switch\", \"asin\": \"B084Y3VVNG\", \"price\": \"$199.00\", \"delivery\": \"FREE delivery Thu, May 8 Or fastest delivery Wed, May 7\"},\n {\"title\": \"JSAUX Slim Carrying Case Compatible with Nintendo Switch 2 2025, Portable Switch 2 Case with 10 Game Slots, Protective Hard Shell for Travel and Storage, Blue\", \"asin\": \"B0F2F38LZK\", \"price\": \"$21.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch\\u2122 with Neon Blue and Neon Red Joy\\u2011Con\\u2122 (Renewed)\", \"asin\": \"B0BS9Y9L2Y\", \"price\": \"$255.99\", \"delivery\": \"FREE delivery May 16 - 20 for Prime members\"},\n {\"title\": \"Switch with Neon Blue and Neon Red Joy\\u2011Con\", \"asin\": \"B07VGRJDFY\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery May 9 - 13\"},\n {\"title\": \"Retro Game Console,Classic Mini Handheld Video Game Console Built-in 620 Classic Edition Games, AV Output and Dual Game Controllers\", \"asin\": \"B0DNDH993W\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch\\u2122 Mario Kart\\u2122 8 Deluxe Bundle (Full Game Download + 3 Mo. Nintendo Switch Online Membership Included)\", \"asin\": \"B0CHBN8QD9\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery May 12 - 16 Or fastest delivery Wed, May 7 Only 2 left in stock - order soon.\"},\n {\"title\": \"Piranha Plant Lamp Super Mario Bros Nintendo\", \"asin\": \"B0BVMV762C\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo Switch Mario Kart 8 Deluxe Bundle 3 Month Nintendo + 128GB MicroSD Card\", \"asin\": \"B097MDTS8D\", \"price\": \"$379.99\", \"delivery\": \"FREE delivery Fri, May 9 Or fastest delivery Thu, May 8 Only 17 left in stock - order soon.\"},\n {\"title\": \"Nintendo eShop Gift Card\", \"asin\": \"B07736LZ6G\", \"price\": \"$20.00\", \"delivery\": \"\"},\n {\"title\": \"Nintendo Switch Sports\", \"asin\": \"B09SBYHZJB\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo eShop Gift Card\", \"asin\": \"B07ZQZ4MGR\", \"price\": \"$35.00\", \"delivery\": \" Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day\"},\n {\"title\": \"RG35XX 2024 New Updated Portable Game Console with 3.5 Inch IPS Screen Built-in 5470+ Games Linux System, Handheld Video Games Support Gamepad and HDMI TV Output, Retro Game Gift (Gray)\", \"asin\": \"B0BWNRG6G7\", \"price\": \"$62.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Nintendo DS Lite Console Handheld System Black (Renewed)\", \"asin\": \"B01MPYRE0O\", \"price\": \"$105.45\", \"delivery\": \" Two-Day FREE delivery Wed, May 7 Only 7 left in stock - order soon.\"},\n {\"title\": \"Nintendo 64 Console, Premium Bundle (Renewed)\", \"asin\": \"B0DHYK88BW\", \"price\": \"$183.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Switch with Gray Joy\\u2011Con - HAC-001(-01)\", \"asin\": \"B07VJRZ62R\", \"price\": \"$278.99\", \"delivery\": \"FREE delivery Thu, May 8 Or fastest delivery Wed, May 7\"},\n {\"title\": \"Super Mario Bomber Jacket, Mario and Luigi Bomber Jacket\", \"asin\": \"B0BQPH9CNF\", \"price\": \"$48.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Docking Station for Nintendo Switch/Switch OLED, Ponkor Charging TV Dock, Portable Adapter Charger with USB 3.0 for Nintendo Switch Dock(No Cords)\", \"asin\": \"B07T9LB5QY\", \"price\": \"$27.54\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-06T01:51:22.173Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-06T01:50:30.750Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-06T01:50:47.298Z\", \"action\": \"input\", \"action_argument\": \"switch 2\"}\n{\"timestamp\": \"2025-05-06T01:51:14.637Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-06T01:51:18.246Z\", \"action\": \"input\", \"action_argument\": \"nintendo\"}\n{\"timestamp\": \"2025-05-06T01:51:22.173Z\", \"action\": \"input\", \"action_argument\": \"8bitdo\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"8bitdo\"\n}\n ],\n \"search_results\": [\n {\"title\": \"8BitDo Ultimate 2 Wireless Controller for Windows & Android, Gaming Controller with TMR Joysticks, Switchable Hall Effect/Tactile Triggers, RGB Fire Ring, 8Speed Wireless Tech, Black\", \"asin\": \"B0DR8V899R\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"GENKI x 8BitDo PocketPro Portable Wireless Game Controller with Hall Effect Joysticks Rumble, Gyro, USB-C Cable Gamepad for Portable Consoles, Switch, Windows, Mac OS, Android, Steam Deck\", \"asin\": \"B0DP2GL2DJ\", \"price\": \"$49.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo Pro 2 Bluetooth Controller for Switch, Hall Effect Joystick Update, Wireless Gaming Controller for Switch, PC, Android, and Steam Deck & Apple (Gray Edition)\", \"asin\": \"B0CSPH1JYV\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8BitDo Ultimate 2C Wireless Controller for Windows PC and Android, with 1000 Hz Polling Rate, Hall Effect Joysticks and Triggers, and Remappable L4/R4 Bumpers (Green)\", \"asin\": \"B0D739FJLG\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo Ultimate Bluetooth Controller with Charging Dock, Wireless Pro Controller with Hall Effect Sensing Joystick, Compatible with Switch, Windows and Steam Deck (Black)\", \"asin\": \"B0B9BGJVLL\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo Ultimate C Wired Controller for Xbox with Hall Effect Joysticks and Triggers, RGB Lighting Fire Ring, Compatible with Xbox Series X\|S, Xbox One, Windows 10/11- Officially Licensed (Dark Green)\", \"asin\": \"B0D1T96W4L\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo Lite 2 Bluetooth Controller with Motion Controls, Linear Motors Vibration, Joysticks, Triggers and D-pad, Wireless Gamepad for Switch, Android & Raspberry Pi (Turquoise)\", \"asin\": \"B0BZ3WD7Q5\", \"price\": \"$34.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo Micro Bluetooth Gamepad Pocket-sized Mini Controller for Switch, Android, and Raspberry Pi, Supports Keyboard Mode (Blue)\", \"asin\": \"B0CDG5HCCH\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo Ultimate 2C Wired Controller for Windows PC and Android, with 1000Hz Polling Rate, Hall Effect Joysticks and Hall Triggers, and Remappable L4/R4 Bumpers (Purple)\", \"asin\": \"B0D72RVDLH\", \"price\": \"$19.02\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8BitDo Retro 108 Mechanical Keyboard with 108 Keys and Integrated Numpad, Bluetooth/2.4G/USB-C Hot Swappable Wireless Gaming Keyboard for Windows and Android - N Edition\", \"asin\": \"B0DKXH5WCD\", \"price\": \"$113.99\", \"delivery\": \"FREE delivery Mon, May 12 for Prime members\"},\n {\"title\": \"8BitDo Wireless USB Adapter 2 for Switch, Windows PC, Mac & Raspberry Pi, Compatible with Xbox Series X & S Controller, Xbox One Bluetooth, Switch Pro and PS5 Controller (Black)\", \"asin\": \"B09M8CVMYF\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo Lite 2 Bluetooth Gamepad for Switch, Switch Lite, Android and Raspberry Pi (Pink)\", \"asin\": \"B0B3DKMS13\", \"price\": \"$34.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo Arcade Stick for Switch & Windows, Arcade Fight Stick Support Wireless Bluetooth, 2.4G Receiver and Wired Connection\", \"asin\": \"B08GJC5WSS\", \"price\": \"$78.26\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8BitDo Ultimate 2C Bluetooth Controller for Switch, Wireless Controller with 6-Axis Motion Control, Rumble Vibration, Refined D-Pad and Bumpers, and Hall Effect Joysticks (Blue)\", \"asin\": \"B0DM1WH5BV\", \"price\": \"$28.16\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"8Bitdo Sn30 Pro Wireless Bluetooth Controller, Hall Effect Joystick Update, Retro Gamepad for Switch, PC, Steam Deck, Android, Raspberry PI, iPhone, iPad, macOS and Apple TV (G Classic Edition)\", \"asin\": \"B0CX4FC4M1\", \"price\": \"$44.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo SN30 Pro Bluetooth Controller, Hall Effect Joystick Update, Compatible with Switch, PC, macOS, Android, Steam Deck & Raspberry Pi (Gray)\", \"asin\": \"B0CSP6TTJJ\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery May 10 - 12 for Prime members\"},\n {\"title\": \"8Bitdo Ultimate Bluetooth Controller with Charging Dock, Wireless Pro Controller with Hall Effect Sensing Joystick, Compatible with Switch, Windows and Steam Deck, Black\", \"asin\": \"B0C4NNV4FJ\", \"price\": \"$59.99\", \"delivery\": \" FREE delivery Fri, May 9\"},\n {\"title\": \"8Bitdo Ultimate 2C Hall Effect Joysticks and Hall Triggers Wireless Controller for Windows PC and Android, with Remappable L4/R4 Bumpers, Turbo function & Rumble vibration (Mint)\", \"asin\": \"B0D6BF69X4\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery May 15 - 19 for Prime members\"},\n {\"title\": \"8Bitdo Pro 2 Wired Controller for Xbox, Hall Effect Joysticks and Hall Triggers, 3.5mm Audio Jack, Compatible with Xbox Series X\|S, Xbox One, Windows 10/11 - Officially Licensed (Black)\", \"asin\": \"B0CYZKNSS1\", \"price\": \"$34.19\", \"delivery\": \"FREE delivery Mon, May 12 for Prime members Only 11 left in stock - order soon.\"},\n {\"title\": \"8Bitdo Ultimate 2 Wireless Gaming Controller with TMR Joysticks, Switchable Hall Effect/Tactile Triggers, 8Speed Wireless Tech, Charging Dock, RGB Fire Ring for PC & Android - Black\", \"asin\": \"B0DRCWSX17\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Fri, May 9 Only 1 left in stock - order soon.\"},\n {\"title\": \"8BitDo Mobile Clip for 8BitDo Ultimate 2 Controller, Adjustable Phone Mount (49-85mm)\", \"asin\": \"B0DRG5H42N\", \"price\": \"$14.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Zero 2 Mini Bluetooth Gamepad for Switch Windows Android MacOS Steam Raspberry Pi (Turquoise)\", \"asin\": \"B083GJQPZ4\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-06T01:51:38.804Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-06T01:51:38.804Z	click_product	B0DR8V899R	rule	2025-05-06T01:51:38.804Z	train	2,593	2025-05-06T01:51:38.804Z	click_product	B0DR8V899R	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-06T01:50:30.750Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-06T01:50:47.298Z", "action": "input", "action_argument": "switch 2"} {"timestamp": "2025-05-06T01:51:14.637Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-06T01:51:18.246Z", "action": "input", "action_argument": "nintendo"} {"timestamp": "2025-05-06T01:51:22.173Z", "action": "input", "action_argument": "8bitdo"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "8bitdo" } ], "search_results": [ {"title": "8BitDo Ultimate 2 Wireless Controller for Windows & Android, Gaming Controller with TMR Joysticks, Switchable Hall Effect/Tactile Triggers, RGB Fire Ring, 8Speed Wireless Tech, Black", "asin": "B0DR8V899R", "price": "$59.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "GENKI x 8BitDo PocketPro Portable Wireless Game Controller with Hall Effect Joysticks Rumble, Gyro, USB-C Cable Gamepad for Portable Consoles, Switch, Windows, Mac OS, Android, Steam Deck", "asin": "B0DP2GL2DJ", "price": "$49.99", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "8Bitdo Pro 2 Bluetooth Controller for Switch, Hall Effect Joystick Update, Wireless Gaming Controller for Switch, PC, Android, and Steam Deck & Apple (Gray Edition)", "asin": "B0CSPH1JYV", "price": "$38.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "8BitDo Ultimate 2C Wireless Controller for Windows PC and Android, with 1000 Hz Polling Rate, Hall Effect Joysticks and Triggers, and Remappable L4/R4 Bumpers (Green)", "asin": "B0D739FJLG", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "8Bitdo Ultimate Bluetooth Controller with Charging Dock, Wireless Pro Controller with Hall Effect Sensing Joystick, Compatible with Switch, Windows and Steam Deck (Black)", "asin": "B0B9BGJVLL", "price": "$49.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "8Bitdo Ultimate C Wired Controller for Xbox with Hall Effect Joysticks and Triggers, RGB Lighting Fire Ring, Compatible with Xbox Series X\|S, Xbox One, Windows 10/11- Officially Licensed (Dark Green)", "asin": "B0D1T96W4L", "price": "$34.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "8Bitdo Lite 2 Bluetooth Controller with Motion Controls, Linear Motors Vibration, Joysticks, Triggers and D-pad, Wireless Gamepad for Switch, Android & Raspberry Pi (Turquoise)", "asin": "B0BZ3WD7Q5", "price": "$34.99", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "8Bitdo Micro Bluetooth Gamepad Pocket-sized Mini Controller for Switch, Android, and Raspberry Pi, Supports Keyboard Mode (Blue)", "asin": "B0CDG5HCCH", "price": "$21.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "8Bitdo Ultimate 2C Wired Controller for Windows PC and Android, with 1000Hz Polling Rate, Hall Effect Joysticks and Hall Triggers, and Remappable L4/R4 Bumpers (Purple)", "asin": "B0D72RVDLH", "price": "$19.02", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "8BitDo Retro 108 Mechanical Keyboard with 108 Keys and Integrated Numpad, Bluetooth/2.4G/USB-C Hot Swappable Wireless Gaming Keyboard for Windows and Android - N Edition", "asin": "B0DKXH5WCD", "price": "$113.99", "delivery": "FREE delivery Mon, May 12 for Prime members"}, {"title": "8BitDo Wireless USB Adapter 2 for Switch, Windows PC, Mac & Raspberry Pi, Compatible with Xbox Series X & S Controller, Xbox One Bluetooth, Switch Pro and PS5 Controller (Black)", "asin": "B09M8CVMYF", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "8Bitdo Lite 2 Bluetooth Gamepad for Switch, Switch Lite, Android and Raspberry Pi (Pink)", "asin": "B0B3DKMS13", "price": "$34.99", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "8Bitdo Arcade Stick for Switch & Windows, Arcade Fight Stick Support Wireless Bluetooth, 2.4G Receiver and Wired Connection", "asin": "B08GJC5WSS", "price": "$78.26", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "8BitDo Ultimate 2C Bluetooth Controller for Switch, Wireless Controller with 6-Axis Motion Control, Rumble Vibration, Refined D-Pad and Bumpers, and Hall Effect Joysticks (Blue)", "asin": "B0DM1WH5BV", "price": "$28.16", "delivery": "FREE delivery Thu, May 8"}, {"title": "8Bitdo Sn30 Pro Wireless Bluetooth Controller, Hall Effect Joystick Update, Retro Gamepad for Switch, PC, Steam Deck, Android, Raspberry PI, iPhone, iPad, macOS and Apple TV (G Classic Edition)", "asin": "B0CX4FC4M1", "price": "$44.99", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "8Bitdo SN30 Pro Bluetooth Controller, Hall Effect Joystick Update, Compatible with Switch, PC, macOS, Android, Steam Deck & Raspberry Pi (Gray)", "asin": "B0CSP6TTJJ", "price": "$44.99", "delivery": "FREE delivery May 10 - 12 for Prime members"}, {"title": "8Bitdo Ultimate Bluetooth Controller with Charging Dock, Wireless Pro Controller with Hall Effect Sensing Joystick, Compatible with Switch, Windows and Steam Deck, Black", "asin": "B0C4NNV4FJ", "price": "$59.99", "delivery": " FREE delivery Fri, May 9"}, {"title": "8Bitdo Ultimate 2C Hall Effect Joysticks and Hall Triggers Wireless Controller for Windows PC and Android, with Remappable L4/R4 Bumpers, Turbo function & Rumble vibration (Mint)", "asin": "B0D6BF69X4", "price": "$29.99", "delivery": "FREE delivery May 15 - 19 for Prime members"}, {"title": "8Bitdo Pro 2 Wired Controller for Xbox, Hall Effect Joysticks and Hall Triggers, 3.5mm Audio Jack, Compatible with Xbox Series X\|S, Xbox One, Windows 10/11 - Officially Licensed (Black)", "asin": "B0CYZKNSS1", "price": "$34.19", "delivery": "FREE delivery Mon, May 12 for Prime members Only 11 left in stock - order soon."}, {"title": "8Bitdo Ultimate 2 Wireless Gaming Controller with TMR Joysticks, Switchable Hall Effect/Tactile Triggers, 8Speed Wireless Tech, Charging Dock, RGB Fire Ring for PC & Android - Black", "asin": "B0DRCWSX17", "price": "$59.99", "delivery": "FREE delivery Fri, May 9 Only 1 left in stock - order soon."}, {"title": "8BitDo Mobile Clip for 8BitDo Ultimate 2 Controller, Adjustable Phone Mount (49-85mm)", "asin": "B0DRG5H42N", "price": "$14.99", "delivery": " Two-DayFREE delivery Wed, May 7"}, {"title": "Zero 2 Mini Bluetooth Gamepad for Switch Windows Android MacOS Steam Raspberry Pi (Turquoise)", "asin": "B083GJQPZ4", "price": "$19.99", "delivery": " Two-DayFREE delivery Wed, May 7"} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-06T01:51:38.804Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0DR8V899R</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click_product</answer_action><answer_argument>B0DR8V899R</answer_argument>", "index": 2593, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-06T01:50:30.750Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-06T01:50:47.298Z\", \"action\": \"input\", \"action_argument\": \"switch 2\"}\n{\"timestamp\": \"2025-05-06T01:51:14.637Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-06T01:51:18.246Z\", \"action\": \"input\", \"action_argument\": \"nintendo\"}\n{\"timestamp\": \"2025-05-06T01:51:22.173Z\", \"action\": \"input\", \"action_argument\": \"8bitdo\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"8bitdo\"\n}\n ],\n \"search_results\": [\n {\"title\": \"8BitDo Ultimate 2 Wireless Controller for Windows & Android, Gaming Controller with TMR Joysticks, Switchable Hall Effect/Tactile Triggers, RGB Fire Ring, 8Speed Wireless Tech, Black\", \"asin\": \"B0DR8V899R\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"GENKI x 8BitDo PocketPro Portable Wireless Game Controller with Hall Effect Joysticks Rumble, Gyro, USB-C Cable Gamepad for Portable Consoles, Switch, Windows, Mac OS, Android, Steam Deck\", \"asin\": \"B0DP2GL2DJ\", \"price\": \"$49.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo Pro 2 Bluetooth Controller for Switch, Hall Effect Joystick Update, Wireless Gaming Controller for Switch, PC, Android, and Steam Deck & Apple (Gray Edition)\", \"asin\": \"B0CSPH1JYV\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8BitDo Ultimate 2C Wireless Controller for Windows PC and Android, with 1000 Hz Polling Rate, Hall Effect Joysticks and Triggers, and Remappable L4/R4 Bumpers (Green)\", \"asin\": \"B0D739FJLG\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo Ultimate Bluetooth Controller with Charging Dock, Wireless Pro Controller with Hall Effect Sensing Joystick, Compatible with Switch, Windows and Steam Deck (Black)\", \"asin\": \"B0B9BGJVLL\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo Ultimate C Wired Controller for Xbox with Hall Effect Joysticks and Triggers, RGB Lighting Fire Ring, Compatible with Xbox Series X\|S, Xbox One, Windows 10/11- Officially Licensed (Dark Green)\", \"asin\": \"B0D1T96W4L\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo Lite 2 Bluetooth Controller with Motion Controls, Linear Motors Vibration, Joysticks, Triggers and D-pad, Wireless Gamepad for Switch, Android & Raspberry Pi (Turquoise)\", \"asin\": \"B0BZ3WD7Q5\", \"price\": \"$34.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo Micro Bluetooth Gamepad Pocket-sized Mini Controller for Switch, Android, and Raspberry Pi, Supports Keyboard Mode (Blue)\", \"asin\": \"B0CDG5HCCH\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo Ultimate 2C Wired Controller for Windows PC and Android, with 1000Hz Polling Rate, Hall Effect Joysticks and Hall Triggers, and Remappable L4/R4 Bumpers (Purple)\", \"asin\": \"B0D72RVDLH\", \"price\": \"$19.02\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8BitDo Retro 108 Mechanical Keyboard with 108 Keys and Integrated Numpad, Bluetooth/2.4G/USB-C Hot Swappable Wireless Gaming Keyboard for Windows and Android - N Edition\", \"asin\": \"B0DKXH5WCD\", \"price\": \"$113.99\", \"delivery\": \"FREE delivery Mon, May 12 for Prime members\"},\n {\"title\": \"8BitDo Wireless USB Adapter 2 for Switch, Windows PC, Mac & Raspberry Pi, Compatible with Xbox Series X & S Controller, Xbox One Bluetooth, Switch Pro and PS5 Controller (Black)\", \"asin\": \"B09M8CVMYF\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo Lite 2 Bluetooth Gamepad for Switch, Switch Lite, Android and Raspberry Pi (Pink)\", \"asin\": \"B0B3DKMS13\", \"price\": \"$34.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo Arcade Stick for Switch & Windows, Arcade Fight Stick Support Wireless Bluetooth, 2.4G Receiver and Wired Connection\", \"asin\": \"B08GJC5WSS\", \"price\": \"$78.26\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8BitDo Ultimate 2C Bluetooth Controller for Switch, Wireless Controller with 6-Axis Motion Control, Rumble Vibration, Refined D-Pad and Bumpers, and Hall Effect Joysticks (Blue)\", \"asin\": \"B0DM1WH5BV\", \"price\": \"$28.16\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"8Bitdo Sn30 Pro Wireless Bluetooth Controller, Hall Effect Joystick Update, Retro Gamepad for Switch, PC, Steam Deck, Android, Raspberry PI, iPhone, iPad, macOS and Apple TV (G Classic Edition)\", \"asin\": \"B0CX4FC4M1\", \"price\": \"$44.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"8Bitdo SN30 Pro Bluetooth Controller, Hall Effect Joystick Update, Compatible with Switch, PC, macOS, Android, Steam Deck & Raspberry Pi (Gray)\", \"asin\": \"B0CSP6TTJJ\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery May 10 - 12 for Prime members\"},\n {\"title\": \"8Bitdo Ultimate Bluetooth Controller with Charging Dock, Wireless Pro Controller with Hall Effect Sensing Joystick, Compatible with Switch, Windows and Steam Deck, Black\", \"asin\": \"B0C4NNV4FJ\", \"price\": \"$59.99\", \"delivery\": \" FREE delivery Fri, May 9\"},\n {\"title\": \"8Bitdo Ultimate 2C Hall Effect Joysticks and Hall Triggers Wireless Controller for Windows PC and Android, with Remappable L4/R4 Bumpers, Turbo function & Rumble vibration (Mint)\", \"asin\": \"B0D6BF69X4\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery May 15 - 19 for Prime members\"},\n {\"title\": \"8Bitdo Pro 2 Wired Controller for Xbox, Hall Effect Joysticks and Hall Triggers, 3.5mm Audio Jack, Compatible with Xbox Series X\|S, Xbox One, Windows 10/11 - Officially Licensed (Black)\", \"asin\": \"B0CYZKNSS1\", \"price\": \"$34.19\", \"delivery\": \"FREE delivery Mon, May 12 for Prime members Only 11 left in stock - order soon.\"},\n {\"title\": \"8Bitdo Ultimate 2 Wireless Gaming Controller with TMR Joysticks, Switchable Hall Effect/Tactile Triggers, 8Speed Wireless Tech, Charging Dock, RGB Fire Ring for PC & Android - Black\", \"asin\": \"B0DRCWSX17\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Fri, May 9 Only 1 left in stock - order soon.\"},\n {\"title\": \"8BitDo Mobile Clip for 8BitDo Ultimate 2 Controller, Adjustable Phone Mount (49-85mm)\", \"asin\": \"B0DRG5H42N\", \"price\": \"$14.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"},\n {\"title\": \"Zero 2 Mini Bluetooth Gamepad for Switch Windows Android MacOS Steam Raspberry Pi (Turquoise)\", \"asin\": \"B083GJQPZ4\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Wed, May 7\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-06T01:51:38.804Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dove Body Wash with Pump 3 Count Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens\", \"asin\": \"B0BVBZPX9B\", \"price\": \"$32.91\", \"quantity\": \"\"},\n {\"title\": \"L'Oreal Paris Elvive Hyaluron Plump Shampoo and Conditioner Set for Dehydrated, Dry Hair with Hyaluronic Acid Care Complex, 1 Kit (2 Products)\", \"asin\": \"B0BJNX6R5X\", \"price\": \"$16.96\", \"quantity\": \"\"},\n {\"title\": \"Dove Skin Replenish Body Wash 2% niacinamide and BHA refining serum for smooth skin 18.5 Fl Oz\", \"asin\": \"B0DNTZF5QW\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV3RGW2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Stress Relief Body Wash with Soothing Oat for Sensitive Skin, Lavender Body Wash to help you feel Calm and Relaxed, Sulfate-Free, 33 FL OZ\", \"asin\": \"/promo/A2NSTGVJTY1KFQ\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"TRESemm\\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz\", \"asin\": \"/promo/A1RNOFPTLDBJEW\", \"price\": \"$11.94\", \"quantity\": \"\"},\n {\"title\": \"MONDAY HAIRCARE Repair Shampoo and Conditioner Set 12oz for Dry to Damaged Hair, Made with Keratin, Coconut Oil, Shea Butter and Vitamin E\", \"asin\": \"B0C3K3XX95\", \"price\": \"$11.89\", \"quantity\": \"\"},\n {\"title\": \"Nexxus Humectress Moisturizing Conditioner Ultimate Moisture for Dry Hair Moisturizing ProteinFusion with Elastin Protein and Green Caviar 33.8 oz\", \"asin\": \"B000GFZWE8\", \"price\": \"$12.46\", \"quantity\": \"\"},\n {\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$6.39\", \"quantity\": \"\"},\n {\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"/promo/AKJGV1S264G2H\", \"price\": \"$24.42\", \"quantity\": \"\"},\n {\"title\": \"essence \| Lash Princess False Lash Effect Mascara \| Volumizing & Lengthening \| Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n {\"title\": \"TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)\", \"asin\": \"B00IRKRK9O\", \"price\": \"$15.34\", \"quantity\": \"\"},\n {\"title\": \"La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01N9SPQHQ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"2\", \"selected\": false, \"options\": []},\n {\"title\": \"Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\", \"asin\": \"B0DK5VDFGZ\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n {\"title\": \"Good Earth Sweet and Spicy All-Natural Caffeine-Free Herbal Tea Bags, 25-Count (Pack of 3)\", \"asin\": \"B00F8LX34G\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"25 Count (Pack of 3)\"}]},\n {\"title\": \"Navitas Organics Pomegranate Powder, 8oz. Bag, 45 Servings \\u2014 Organic, Non-GMO, Freeze-Dried, Gluten-Free\", \"asin\": \"B001TNW23U\", \"delivery\": \"FREE delivery May 25 - Jun 27 for Prime members\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n {\"title\": \"Organic Pomegranate Juice Powder, 1 Pound \| 100% Natural Fruit Powder \| Freeze Dried & Cold Pressed \| No Sugar & Additives \| Great Flavor for Drinks, Smoothie, & Beverages \| Non-GMO & Vegan Friendly\", \"asin\": \"B01HN63W4Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n {\"title\": \"Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw \| Vitamin C \| Immune Support\", \"asin\": \"B00QMVSN1E\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n {\"title\": \"FGO Organic Acai Powder, 4oz Resealable Pouch, Freeze Dried Superfood Berry from Brazil, No Sugar & Additives,Great for Drinks, Smoothie, & Beverages, Non-GMO (Pack of 1)\", \"asin\": \"B01BCCYJHE\", \"delivery\": \"FREE delivery May 9 - 10 for Prime members\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4 Ounce (Pack of 1)\"}]},\n {\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord\"}]},\n {\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"delivery\": \"Two-Day FREE delivery Mon, May 5 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord 1\"}]},\n {\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n {\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Fl Oz (Pack of 1)\"}]},\n {\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Original Scent\"}, {\"Size\": \"3.17 Ounce (Pack of 1)\"}]},\n {\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n {\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"1 Gallon\"}]},\n {\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3 Ounce (Pack of 3)\"}, {\"Style\": \"Brilliant Shine\"}]},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Regular\"}, {\"Size\": \"6 Ounce (Pack of 1)\"}]},\n {\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup \| Hyaluronic Acid \| Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Light Medium\"}, {\"Size\": \"0.91 Ounce (Pack of 1)\"}]},\n {\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n {\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Watermelon Twist\"}, {\"Size\": \"14 Count (Pack of 3)\"}]},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n {\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Purpledacious\"}]},\n {\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Caramel\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n {\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n {\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n {\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n {\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"3\", \"selected\": false, \"options\": []},\n {\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"delivery\": \"Two-Day FREE delivery Mon, May 5 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n {\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n {\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Two-Day FREE delivery Mon, May 5 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Two-Day FREE delivery Mon, May 5\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Variety\"}]},\n {\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Original Variety Pack\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"options\": []},\n {\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"options\": []},\n {\"title\": \"Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)\", \"asin\": \"B0CK9QNYZW\", \"options\": [{\"Flavor Name\": \"Cookie Dough\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n {\"title\": \"The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz\", \"asin\": \"B0DFYFXDDP\", \"options\": []},\n {\"title\": \"Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack\", \"asin\": \"B0BQ1X8W2H\", \"price\": \"$9.99\", \"options\": [{\"Size\": \"3 Ounce (Pack of 2)\"}, {\"Style\": \"Stain Prevention\"}]},\n {\"title\": \"Air Purifier for Bedroom, TDBYWAE Air Purifiers for Large Room\", \"asin\": \"B0DJGCZWWJ\", \"options\": []},\n {\"title\": \"MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)\", \"asin\": \"B0052EWNBS\", \"options\": []},\n {\"title\": \"TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz\", \"asin\": \"B08X8MTQWF\", \"options\": []},\n {\"title\": \"Air Purifiers for Home Large Rooms up to 1200ft\\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)\", \"asin\": \"B0BQJCPJNV\", \"options\": [{\"Color\": \"White\"}]},\n {\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON\", \"asin\": \"B0BMZVSRV1\", \"options\": [{\"Size\": \"60 Count (Pack of 1)\"}]}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-04T15:54:10.872Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-04T15:54:10.872Z	click_product	B0DK5VDFGZ	rule	2025-05-04T15:54:10.872Z	train	2,594	2025-05-04T15:54:10.872Z	click_product	B0DK5VDFGZ	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "promotion_items": [ {"title": "Dove Body Wash with Pump 3 Count Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens", "asin": "B0BVBZPX9B", "price": "$32.91", "quantity": ""}, {"title": "L'Oreal Paris Elvive Hyaluron Plump Shampoo and Conditioner Set for Dehydrated, Dry Hair with Hyaluronic Acid Care Complex, 1 Kit (2 Products)", "asin": "B0BJNX6R5X", "price": "$16.96", "quantity": ""}, {"title": "Dove Skin Replenish Body Wash 2% niacinamide and BHA refining serum for smooth skin 18.5 Fl Oz", "asin": "B0DNTZF5QW", "price": "$10.99", "quantity": ""}, {"title": "Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV3RGW2", "price": "$19.99", "quantity": ""}, {"title": "Aveeno Stress Relief Body Wash with Soothing Oat for Sensitive Skin, Lavender Body Wash to help you feel Calm and Relaxed, Sulfate-Free, 33 FL OZ", "asin": "/promo/A2NSTGVJTY1KFQ", "price": "$12.97", "quantity": ""}, {"title": "TRESemm\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz", "asin": "/promo/A1RNOFPTLDBJEW", "price": "$11.94", "quantity": ""}, {"title": "MONDAY HAIRCARE Repair Shampoo and Conditioner Set 12oz for Dry to Damaged Hair, Made with Keratin, Coconut Oil, Shea Butter and Vitamin E", "asin": "B0C3K3XX95", "price": "$11.89", "quantity": ""}, {"title": "Nexxus Humectress Moisturizing Conditioner Ultimate Moisture for Dry Hair Moisturizing ProteinFusion with Elastin Protein and Green Caviar 33.8 oz", "asin": "B000GFZWE8", "price": "$12.46", "quantity": ""}, {"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$6.39", "quantity": ""}, {"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "/promo/AKJGV1S264G2H", "price": "$24.42", "quantity": ""}, {"title": "essence \| Lash Princess False Lash Effect Mascara \| Volumizing & Lengthening \| Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "quantity": ""}, {"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""}, {"title": "TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)", "asin": "B00IRKRK9O", "price": "$15.34", "quantity": ""}, {"title": "La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free", "asin": "B01N9SPQHQ", "price": "$23.99", "quantity": ""} ], "active_items": [ {"title": "The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz", "asin": "B071HHSMTT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "2", "selected": false, "options": []}, {"title": "Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz", "asin": "B0DK5VDFGZ", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": true, "options": []}, {"title": "Good Earth Sweet and Spicy All-Natural Caffeine-Free Herbal Tea Bags, 25-Count (Pack of 3)", "asin": "B00F8LX34G", "delivery": "One-Day FREE delivery Tomorrow, May 4", "quantity": "1", "selected": false, "options": [{"Size": "25 Count (Pack of 3)"}]}, {"title": "Navitas Organics Pomegranate Powder, 8oz. Bag, 45 Servings \u2014 Organic, Non-GMO, Freeze-Dried, Gluten-Free", "asin": "B001TNW23U", "delivery": "FREE delivery May 25 - Jun 27 for Prime members", "quantity": "1", "selected": false, "options": []}, {"title": "Organic Pomegranate Juice Powder, 1 Pound \| 100% Natural Fruit Powder \| Freeze Dried & Cold Pressed \| No Sugar & Additives \| Great Flavor for Drinks, Smoothie, & Beverages \| Non-GMO & Vegan Friendly", "asin": "B01HN63W4Y", "delivery": "One-Day FREE delivery Tomorrow, May 4", "quantity": "1", "selected": false, "options": []}, {"title": "Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw \| Vitamin C \| Immune Support", "asin": "B00QMVSN1E", "delivery": "One-Day FREE delivery Tomorrow, May 4", "quantity": "1", "selected": false, "options": []}, {"title": "FGO Organic Acai Powder, 4oz Resealable Pouch, Freeze Dried Superfood Berry from Brazil, No Sugar & Additives,Great for Drinks, Smoothie, & Beverages, Non-GMO (Pack of 1)", "asin": "B01BCCYJHE", "delivery": "FREE delivery May 9 - 10 for Prime members", "quantity": "1", "selected": false, "options": [{"Size": "4 Ounce (Pack of 1)"}]}, {"title": "Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8", "asin": "B0987X1K61", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Bungee Cord"}]}, {"title": "Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8", "asin": "B0DB2RFSGQ", "delivery": "Two-Day FREE delivery Mon, May 5 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Bungee Cord 1"}]}, {"title": "HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)", "asin": "B07WX629B8", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce", "asin": "B07RK4HST7", "delivery": " \u00a0&\u00a0FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "19 Fl Oz (Pack of 1)"}]}, {"title": "Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count", "asin": "B0CPKFZ3VH", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Original Scent"}, {"Size": "3.17 Ounce (Pack of 1)"}]}, {"title": "Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)", "asin": "B0C9DDCKM3", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]}, {"title": "Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity", "asin": "B07MGKCV5Y", "delivery": "One-Day FREE delivery Tomorrow, May 4", "quantity": "1", "selected": false, "options": [{"Style": "1 Gallon"}]}, {"title": "Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz", "asin": "B0CZ7P8JCS", "delivery": " \u00a0&\u00a0FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "3 Ounce (Pack of 3)"}, {"Style": "Brilliant Shine"}]}, {"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Regular"}, {"Size": "6 Ounce (Pack of 1)"}]}, {"title": "wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup \| Hyaluronic Acid \| Sheer To Medium Coverage", "asin": "B08RRR61NB", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Light Medium"}, {"Size": "0.91 Ounce (Pack of 1)"}]}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "delivery": " \u00a0&\u00a0FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "19 Ounce"}]}, {"title": "Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)", "asin": "B0714FV9VY", "delivery": "One-Day FREE delivery Tomorrow, May 4", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Watermelon Twist"}, {"Size": "14 Count (Pack of 3)"}]}, {"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": "One-Day FREE delivery Tomorrow, May 4", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]}, {"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": "", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]}, {"title": "Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)", "asin": "B096KZPRTD", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Purpledacious"}]}, {"title": "Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)", "asin": "B07MJL8TPK", "delivery": "One-Day FREE delivery Tomorrow, May 4", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Caramel"}, {"Size": "11.5 Fl Oz (Pack of 12)"}]}, {"title": "DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\u2161 Low Boots,Size 8,Chestnut,SDSB2432W", "asin": "B0D544YGBS", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Chestnut"}]}, {"title": "Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)", "asin": "B0CFD2JYRV", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Chestnut"}]}, {"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Grey"}]}, {"title": "Air Purifiers for Home Large Room up to 1400ft\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander", "asin": "B0C4PBLS49", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "3", "selected": false, "options": []}, {"title": "FULMINARE Air Purifiers for Home Large Room, 1095 Ft\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer", "asin": "B0D793491Q", "delivery": "Two-Day FREE delivery Mon, May 5 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "MOOKA Air Purifiers for Home Large Room up to 1076 ft\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)", "asin": "B08PJQ3MWB", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]}, {"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "delivery": "Two-Day FREE delivery Mon, May 5 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Grey"}]}, {"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "delivery": "Two-Day FREE delivery Mon, May 5", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Variety"}]}, {"title": "Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)", "asin": "B0BDCQT67Z", "delivery": "One-Day FREE delivery Tomorrow, May 4", "quantity": "1", "selected": false, "options": [{"Style": "Original Variety Pack"}]} ], "saved_items": [ {"title": "R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)", "asin": "B08HCPYXCD", "options": []}, {"title": "L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2", "asin": "B07D9W1QMW", "options": []}, {"title": "Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)", "asin": "B0CK9QNYZW", "options": [{"Flavor Name": "Cookie Dough"}, {"Size": "11.5 Fl Oz (Pack of 12)"}]}, {"title": "The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz", "asin": "B0DFYFXDDP", "options": []}, {"title": "Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack", "asin": "B0BQ1X8W2H", "price": "$9.99", "options": [{"Size": "3 Ounce (Pack of 2)"}, {"Style": "Stain Prevention"}]}, {"title": "Air Purifier for Bedroom, TDBYWAE Air Purifiers for Large Room", "asin": "B0DJGCZWWJ", "options": []}, {"title": "MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)", "asin": "B0052EWNBS", "options": []}, {"title": "TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz", "asin": "B08X8MTQWF", "options": []}, {"title": "Air Purifiers for Home Large Rooms up to 1200ft\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)", "asin": "B0BQJCPJNV", "options": [{"Color": "White"}]}, {"title": "Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON", "asin": "B0BMZVSRV1", "options": [{"Size": "60 Count (Pack of 1)"}]} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-04T15:54:10.872Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0DK5VDFGZ</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click_product</answer_action><answer_argument>B0DK5VDFGZ</answer_argument>", "index": 2594, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dove Body Wash with Pump 3 Count Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens\", \"asin\": \"B0BVBZPX9B\", \"price\": \"$32.91\", \"quantity\": \"\"},\n {\"title\": \"L'Oreal Paris Elvive Hyaluron Plump Shampoo and Conditioner Set for Dehydrated, Dry Hair with Hyaluronic Acid Care Complex, 1 Kit (2 Products)\", \"asin\": \"B0BJNX6R5X\", \"price\": \"$16.96\", \"quantity\": \"\"},\n {\"title\": \"Dove Skin Replenish Body Wash 2% niacinamide and BHA refining serum for smooth skin 18.5 Fl Oz\", \"asin\": \"B0DNTZF5QW\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV3RGW2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Stress Relief Body Wash with Soothing Oat for Sensitive Skin, Lavender Body Wash to help you feel Calm and Relaxed, Sulfate-Free, 33 FL OZ\", \"asin\": \"/promo/A2NSTGVJTY1KFQ\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"TRESemm\\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz\", \"asin\": \"/promo/A1RNOFPTLDBJEW\", \"price\": \"$11.94\", \"quantity\": \"\"},\n {\"title\": \"MONDAY HAIRCARE Repair Shampoo and Conditioner Set 12oz for Dry to Damaged Hair, Made with Keratin, Coconut Oil, Shea Butter and Vitamin E\", \"asin\": \"B0C3K3XX95\", \"price\": \"$11.89\", \"quantity\": \"\"},\n {\"title\": \"Nexxus Humectress Moisturizing Conditioner Ultimate Moisture for Dry Hair Moisturizing ProteinFusion with Elastin Protein and Green Caviar 33.8 oz\", \"asin\": \"B000GFZWE8\", \"price\": \"$12.46\", \"quantity\": \"\"},\n {\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$6.39\", \"quantity\": \"\"},\n {\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"/promo/AKJGV1S264G2H\", \"price\": \"$24.42\", \"quantity\": \"\"},\n {\"title\": \"essence \| Lash Princess False Lash Effect Mascara \| Volumizing & Lengthening \| Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n {\"title\": \"TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)\", \"asin\": \"B00IRKRK9O\", \"price\": \"$15.34\", \"quantity\": \"\"},\n {\"title\": \"La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01N9SPQHQ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"2\", \"selected\": false, \"options\": []},\n {\"title\": \"Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\", \"asin\": \"B0DK5VDFGZ\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n {\"title\": \"Good Earth Sweet and Spicy All-Natural Caffeine-Free Herbal Tea Bags, 25-Count (Pack of 3)\", \"asin\": \"B00F8LX34G\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"25 Count (Pack of 3)\"}]},\n {\"title\": \"Navitas Organics Pomegranate Powder, 8oz. Bag, 45 Servings \\u2014 Organic, Non-GMO, Freeze-Dried, Gluten-Free\", \"asin\": \"B001TNW23U\", \"delivery\": \"FREE delivery May 25 - Jun 27 for Prime members\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n {\"title\": \"Organic Pomegranate Juice Powder, 1 Pound \| 100% Natural Fruit Powder \| Freeze Dried & Cold Pressed \| No Sugar & Additives \| Great Flavor for Drinks, Smoothie, & Beverages \| Non-GMO & Vegan Friendly\", \"asin\": \"B01HN63W4Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n {\"title\": \"Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw \| Vitamin C \| Immune Support\", \"asin\": \"B00QMVSN1E\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n {\"title\": \"FGO Organic Acai Powder, 4oz Resealable Pouch, Freeze Dried Superfood Berry from Brazil, No Sugar & Additives,Great for Drinks, Smoothie, & Beverages, Non-GMO (Pack of 1)\", \"asin\": \"B01BCCYJHE\", \"delivery\": \"FREE delivery May 9 - 10 for Prime members\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4 Ounce (Pack of 1)\"}]},\n {\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord\"}]},\n {\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"delivery\": \"Two-Day FREE delivery Mon, May 5 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord 1\"}]},\n {\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n {\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Fl Oz (Pack of 1)\"}]},\n {\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Original Scent\"}, {\"Size\": \"3.17 Ounce (Pack of 1)\"}]},\n {\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n {\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"1 Gallon\"}]},\n {\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3 Ounce (Pack of 3)\"}, {\"Style\": \"Brilliant Shine\"}]},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Regular\"}, {\"Size\": \"6 Ounce (Pack of 1)\"}]},\n {\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup \| Hyaluronic Acid \| Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Light Medium\"}, {\"Size\": \"0.91 Ounce (Pack of 1)\"}]},\n {\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n {\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Watermelon Twist\"}, {\"Size\": \"14 Count (Pack of 3)\"}]},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n {\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Purpledacious\"}]},\n {\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Caramel\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n {\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n {\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n {\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n {\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"3\", \"selected\": false, \"options\": []},\n {\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"delivery\": \"Two-Day FREE delivery Mon, May 5 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n {\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n {\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Two-Day FREE delivery Mon, May 5 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Two-Day FREE delivery Mon, May 5\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Variety\"}]},\n {\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Original Variety Pack\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"options\": []},\n {\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"options\": []},\n {\"title\": \"Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)\", \"asin\": \"B0CK9QNYZW\", \"options\": [{\"Flavor Name\": \"Cookie Dough\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n {\"title\": \"The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz\", \"asin\": \"B0DFYFXDDP\", \"options\": []},\n {\"title\": \"Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack\", \"asin\": \"B0BQ1X8W2H\", \"price\": \"$9.99\", \"options\": [{\"Size\": \"3 Ounce (Pack of 2)\"}, {\"Style\": \"Stain Prevention\"}]},\n {\"title\": \"Air Purifier for Bedroom, TDBYWAE Air Purifiers for Large Room\", \"asin\": \"B0DJGCZWWJ\", \"options\": []},\n {\"title\": \"MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)\", \"asin\": \"B0052EWNBS\", \"options\": []},\n {\"title\": \"TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz\", \"asin\": \"B08X8MTQWF\", \"options\": []},\n {\"title\": \"Air Purifiers for Home Large Rooms up to 1200ft\\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)\", \"asin\": \"B0BQJCPJNV\", \"options\": [{\"Color\": \"White\"}]},\n {\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON\", \"asin\": \"B0BMZVSRV1\", \"options\": [{\"Size\": \"60 Count (Pack of 1)\"}]}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-04T15:54:10.872Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-04T15:54:10.872Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK5VDFGZ\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DK5VDFGZ\"\n},\n {\n \"title\": \"Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\"\n},\n {\n \"price\": \"$7.58\"\n},\n {\n \"bullet_list\": \"DESIGNED FOR DRY HAIR: Dove Daily Moisture Shampoo and Conditioner system, infused with Hyaluronic Serum, leaves your hair soft, smooth, and manageable from the 1st use. CONDITIONER FOR DRY HAIR: This Dove conditioner with Hyaluronic Serum is for 100% smoothness with system BIO-PROTEIN CARE: Our Daily Moisture range with Bio-Protein Care technology, designed to regenerate hair strength and refill it with 1 trillion protein strength builders with every wash. shampoo, conditioner,mask & serum HOW TO USE: After using the Dove Daily Moisture shampoo, apply and massage this hair conditioner for damaged dry hair; leave on for 1 minute, then rinse. BACKED BY SCIENCE: This damaged hair repair conditioner uses Dove technology that\\u2019s backed by 10 years of research. Protecting, repairing, and restoring hair to reduce signs of damage. CARE YOU CAN COUNT ON: Globally, Dove does not test on animals. These hair care products are PETA approved and vegan.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance\", \"asin\": \"B0B9T85DHH\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Just For Men Control GX Grey Reducing 2-in-1 Shampoo and Conditioner, Gradual Hair Color with Keratin for Stronger Thicker and Healthier Looking Hair, 4 Fl Oz - Pack of 1 (Packaging May Vary)\", \"asin\": \"B0829LV2SZ\", \"price\": \"$10.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe 2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp\", \"asin\": \"B0DV44KXW4\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Dove Calming Moisture Body Wash 3% renewing serum with retinol & chamomile 18.5 Fl Oz\", \"asin\": \"B0DNTZ2TGN\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV3RGW2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Hydrating Anti Dandruff Shampoo and Conditioner Set, Pyrithione Zinc Dandruff Treatment With Ceramides, Hyaluronic Acid & Niacinamide, Helps Elimanate Flakes & Reduce Itchy Scalp\", \"asin\": \"B0DZQLPPMW\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"SEEN Shampoo & Deeper Conditioner Bundle - Scented, Non-Comedogenic & Sulfate-Free Hair Care - Dermatologist-Developed, Safe for Sensitive & Acne-Prone Skin\", \"asin\": \"B0DWBJ9JDP\", \"price\": \"$58.00\", \"quantity\": \"\"},\n {\"title\": \"Living proof Full Shampoo & Conditioner Duo, Volume & Moisturizing for Thin Hair, Paraben & Silicone Free, Safe for Color Treated Hair\", \"asin\": \"B0DYG2F6KQ\", \"price\": \"$68.00\", \"quantity\": \"\"},\n {\"title\": \"KEVIN.MURPHY SMOOTH.AGAIN WASH - Frizz Control Shampoo - For Thick, Coarse & Unruly...\", \"asin\": \"B01N20YO8W\", \"price\": \"$86.00\", \"quantity\": \"\"},\n {\"title\": \"CeraVe 2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp\", \"asin\": \"B0DV44KXW4\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance\", \"asin\": \"B0B9T85DHH\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Just For Men Control GX Grey Reducing 2-in-1 Shampoo and Conditioner, Gradual Hair Color with Keratin for Stronger Thicker and Healthier Looking Hair, 4 Fl Oz - Pack of 1 (Packaging May Vary)\", \"asin\": \"B0829LV2SZ\", \"price\": \"$10.97\", \"quantity\": \"\"},\n {\"title\": \"SheaMoisture Bond Repair Shampoo, Conditioner, Leave-In, & Oil Alma Oil 4 Pk to Strengthen Hair with Restorative HydroPlex Infusion\", \"asin\": \"B0CT5QCTW3\", \"price\": \"$46.05\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-04T15:54:14.692Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-04T15:54:14.692Z	click	other	rule	2025-05-04T15:54:14.692Z	train	2,595	2025-05-04T15:54:14.692Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-04T15:54:10.872Z", "action": "click_product", "action_argument": "B0DK5VDFGZ"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "product_details": [ { "asin": "B0DK5VDFGZ" }, { "title": "Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz" }, { "price": "$7.58" }, { "bullet_list": "DESIGNED FOR DRY HAIR: Dove Daily Moisture Shampoo and Conditioner system, infused with Hyaluronic Serum, leaves your hair soft, smooth, and manageable from the 1st use. CONDITIONER FOR DRY HAIR: This Dove conditioner with Hyaluronic Serum is for 100% smoothness with system BIO-PROTEIN CARE: Our Daily Moisture range with Bio-Protein Care technology, designed to regenerate hair strength and refill it with 1 trillion protein strength builders with every wash. shampoo, conditioner,mask & serum HOW TO USE: After using the Dove Daily Moisture shampoo, apply and massage this hair conditioner for damaged dry hair; leave on for 1 minute, then rinse. BACKED BY SCIENCE: This damaged hair repair conditioner uses Dove technology that\u2019s backed by 10 years of research. Protecting, repairing, and restoring hair to reduce signs of damage. CARE YOU CAN COUNT ON: Globally, Dove does not test on animals. These hair care products are PETA approved and vegan." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "promotion_items": [ {"title": "Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance", "asin": "B0B9T85DHH", "price": "$22.97", "quantity": ""}, {"title": "Just For Men Control GX Grey Reducing 2-in-1 Shampoo and Conditioner, Gradual Hair Color with Keratin for Stronger Thicker and Healthier Looking Hair, 4 Fl Oz - Pack of 1 (Packaging May Vary)", "asin": "B0829LV2SZ", "price": "$10.97", "quantity": ""}, {"title": "CeraVe 2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp", "asin": "B0DV44KXW4", "price": "$9.97", "quantity": ""}, {"title": "Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz", "asin": "B0CYNPWWZ2", "price": "$17.59", "quantity": ""}, {"title": "Dove Calming Moisture Body Wash 3% renewing serum with retinol & chamomile 18.5 Fl Oz", "asin": "B0DNTZ2TGN", "price": "$9.97", "quantity": ""}, {"title": "Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV3RGW2", "price": "$19.99", "quantity": ""}, {"title": "CeraVe Hydrating Anti Dandruff Shampoo and Conditioner Set, Pyrithione Zinc Dandruff Treatment With Ceramides, Hyaluronic Acid & Niacinamide, Helps Elimanate Flakes & Reduce Itchy Scalp", "asin": "B0DZQLPPMW", "price": "$19.94", "quantity": ""}, {"title": "SEEN Shampoo & Deeper Conditioner Bundle - Scented, Non-Comedogenic & Sulfate-Free Hair Care - Dermatologist-Developed, Safe for Sensitive & Acne-Prone Skin", "asin": "B0DWBJ9JDP", "price": "$58.00", "quantity": ""}, {"title": "Living proof Full Shampoo & Conditioner Duo, Volume & Moisturizing for Thin Hair, Paraben & Silicone Free, Safe for Color Treated Hair", "asin": "B0DYG2F6KQ", "price": "$68.00", "quantity": ""}, {"title": "KEVIN.MURPHY SMOOTH.AGAIN WASH - Frizz Control Shampoo - For Thick, Coarse & Unruly...", "asin": "B01N20YO8W", "price": "$86.00", "quantity": ""}, {"title": "CeraVe 2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp", "asin": "B0DV44KXW4", "price": "$9.97", "quantity": ""}, {"title": "Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance", "asin": "B0B9T85DHH", "price": "$22.97", "quantity": ""}, {"title": "Just For Men Control GX Grey Reducing 2-in-1 Shampoo and Conditioner, Gradual Hair Color with Keratin for Stronger Thicker and Healthier Looking Hair, 4 Fl Oz - Pack of 1 (Packaging May Vary)", "asin": "B0829LV2SZ", "price": "$10.97", "quantity": ""}, {"title": "SheaMoisture Bond Repair Shampoo, Conditioner, Leave-In, & Oil Alma Oil 4 Pk to Strengthen Hair with Restorative HydroPlex Infusion", "asin": "B0CT5QCTW3", "price": "$46.05", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-04T15:54:14.692Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 2595, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-04T15:54:10.872Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK5VDFGZ\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DK5VDFGZ\"\n},\n {\n \"title\": \"Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\"\n},\n {\n \"price\": \"$7.58\"\n},\n {\n \"bullet_list\": \"DESIGNED FOR DRY HAIR: Dove Daily Moisture Shampoo and Conditioner system, infused with Hyaluronic Serum, leaves your hair soft, smooth, and manageable from the 1st use. CONDITIONER FOR DRY HAIR: This Dove conditioner with Hyaluronic Serum is for 100% smoothness with system BIO-PROTEIN CARE: Our Daily Moisture range with Bio-Protein Care technology, designed to regenerate hair strength and refill it with 1 trillion protein strength builders with every wash. shampoo, conditioner,mask & serum HOW TO USE: After using the Dove Daily Moisture shampoo, apply and massage this hair conditioner for damaged dry hair; leave on for 1 minute, then rinse. BACKED BY SCIENCE: This damaged hair repair conditioner uses Dove technology that\\u2019s backed by 10 years of research. Protecting, repairing, and restoring hair to reduce signs of damage. CARE YOU CAN COUNT ON: Globally, Dove does not test on animals. These hair care products are PETA approved and vegan.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance\", \"asin\": \"B0B9T85DHH\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Just For Men Control GX Grey Reducing 2-in-1 Shampoo and Conditioner, Gradual Hair Color with Keratin for Stronger Thicker and Healthier Looking Hair, 4 Fl Oz - Pack of 1 (Packaging May Vary)\", \"asin\": \"B0829LV2SZ\", \"price\": \"$10.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe 2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp\", \"asin\": \"B0DV44KXW4\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Dove Calming Moisture Body Wash 3% renewing serum with retinol & chamomile 18.5 Fl Oz\", \"asin\": \"B0DNTZ2TGN\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV3RGW2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Hydrating Anti Dandruff Shampoo and Conditioner Set, Pyrithione Zinc Dandruff Treatment With Ceramides, Hyaluronic Acid & Niacinamide, Helps Elimanate Flakes & Reduce Itchy Scalp\", \"asin\": \"B0DZQLPPMW\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"SEEN Shampoo & Deeper Conditioner Bundle - Scented, Non-Comedogenic & Sulfate-Free Hair Care - Dermatologist-Developed, Safe for Sensitive & Acne-Prone Skin\", \"asin\": \"B0DWBJ9JDP\", \"price\": \"$58.00\", \"quantity\": \"\"},\n {\"title\": \"Living proof Full Shampoo & Conditioner Duo, Volume & Moisturizing for Thin Hair, Paraben & Silicone Free, Safe for Color Treated Hair\", \"asin\": \"B0DYG2F6KQ\", \"price\": \"$68.00\", \"quantity\": \"\"},\n {\"title\": \"KEVIN.MURPHY SMOOTH.AGAIN WASH - Frizz Control Shampoo - For Thick, Coarse & Unruly...\", \"asin\": \"B01N20YO8W\", \"price\": \"$86.00\", \"quantity\": \"\"},\n {\"title\": \"CeraVe 2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp\", \"asin\": \"B0DV44KXW4\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance\", \"asin\": \"B0B9T85DHH\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Just For Men Control GX Grey Reducing 2-in-1 Shampoo and Conditioner, Gradual Hair Color with Keratin for Stronger Thicker and Healthier Looking Hair, 4 Fl Oz - Pack of 1 (Packaging May Vary)\", \"asin\": \"B0829LV2SZ\", \"price\": \"$10.97\", \"quantity\": \"\"},\n {\"title\": \"SheaMoisture Bond Repair Shampoo, Conditioner, Leave-In, & Oil Alma Oil 4 Pk to Strengthen Hair with Restorative HydroPlex Infusion\", \"asin\": \"B0CT5QCTW3\", \"price\": \"$46.05\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-04T15:54:14.692Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-04T15:54:10.872Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK5VDFGZ\"}\n{\"timestamp\": \"2025-05-04T15:54:14.692Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DK5VDFGZ\"\n},\n {\n \"title\": \"Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\"\n},\n {\n \"price\": \"$7.58\"\n},\n {\n \"bullet_list\": \"DESIGNED FOR DRY HAIR: Dove Daily Moisture Shampoo and Conditioner system, infused with Hyaluronic Serum, leaves your hair soft, smooth, and manageable from the 1st use. CONDITIONER FOR DRY HAIR: This Dove conditioner with Hyaluronic Serum is for 100% smoothness with system BIO-PROTEIN CARE: Our Daily Moisture range with Bio-Protein Care technology, designed to regenerate hair strength and refill it with 1 trillion protein strength builders with every wash. shampoo, conditioner,mask & serum HOW TO USE: After using the Dove Daily Moisture shampoo, apply and massage this hair conditioner for damaged dry hair; leave on for 1 minute, then rinse. BACKED BY SCIENCE: This damaged hair repair conditioner uses Dove technology that\\u2019s backed by 10 years of research. Protecting, repairing, and restoring hair to reduce signs of damage. CARE YOU CAN COUNT ON: Globally, Dove does not test on animals. These hair care products are PETA approved and vegan.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance\", \"asin\": \"B0B9T85DHH\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Just For Men Control GX Grey Reducing 2-in-1 Shampoo and Conditioner, Gradual Hair Color with Keratin for Stronger Thicker and Healthier Looking Hair, 4 Fl Oz - Pack of 1 (Packaging May Vary)\", \"asin\": \"B0829LV2SZ\", \"price\": \"$10.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe 2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp\", \"asin\": \"B0DV44KXW4\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Dove Calming Moisture Body Wash 3% renewing serum with retinol & chamomile 18.5 Fl Oz\", \"asin\": \"B0DNTZ2TGN\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV3RGW2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Hydrating Anti Dandruff Shampoo and Conditioner Set, Pyrithione Zinc Dandruff Treatment With Ceramides, Hyaluronic Acid & Niacinamide, Helps Elimanate Flakes & Reduce Itchy Scalp\", \"asin\": \"B0DZQLPPMW\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"SEEN Shampoo & Deeper Conditioner Bundle - Scented, Non-Comedogenic & Sulfate-Free Hair Care - Dermatologist-Developed, Safe for Sensitive & Acne-Prone Skin\", \"asin\": \"B0DWBJ9JDP\", \"price\": \"$58.00\", \"quantity\": \"\"},\n {\"title\": \"Living proof Full Shampoo & Conditioner Duo, Volume & Moisturizing for Thin Hair, Paraben & Silicone Free, Safe for Color Treated Hair\", \"asin\": \"B0DYG2F6KQ\", \"price\": \"$68.00\", \"quantity\": \"\"},\n {\"title\": \"KEVIN.MURPHY SMOOTH.AGAIN WASH - Frizz Control Shampoo - For Thick, Coarse & Unruly...\", \"asin\": \"B01N20YO8W\", \"price\": \"$86.00\", \"quantity\": \"\"},\n {\"title\": \"CeraVe 2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp\", \"asin\": \"B0DV44KXW4\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance\", \"asin\": \"B0B9T85DHH\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Just For Men Control GX Grey Reducing 2-in-1 Shampoo and Conditioner, Gradual Hair Color with Keratin for Stronger Thicker and Healthier Looking Hair, 4 Fl Oz - Pack of 1 (Packaging May Vary)\", \"asin\": \"B0829LV2SZ\", \"price\": \"$10.97\", \"quantity\": \"\"},\n {\"title\": \"SheaMoisture Bond Repair Shampoo, Conditioner, Leave-In, & Oil Alma Oil 4 Pk to Strengthen Hair with Restorative HydroPlex Infusion\", \"asin\": \"B0CT5QCTW3\", \"price\": \"$46.05\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-04T15:54:14.748Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-04T15:54:14.748Z	click	other	rule	2025-05-04T15:54:14.748Z	train	2,596	2025-05-04T15:54:14.748Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-04T15:54:10.872Z", "action": "click_product", "action_argument": "B0DK5VDFGZ"} {"timestamp": "2025-05-04T15:54:14.692Z", "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": "" } ], "product_details": [ { "asin": "B0DK5VDFGZ" }, { "title": "Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz" }, { "price": "$7.58" }, { "bullet_list": "DESIGNED FOR DRY HAIR: Dove Daily Moisture Shampoo and Conditioner system, infused with Hyaluronic Serum, leaves your hair soft, smooth, and manageable from the 1st use. CONDITIONER FOR DRY HAIR: This Dove conditioner with Hyaluronic Serum is for 100% smoothness with system BIO-PROTEIN CARE: Our Daily Moisture range with Bio-Protein Care technology, designed to regenerate hair strength and refill it with 1 trillion protein strength builders with every wash. shampoo, conditioner,mask & serum HOW TO USE: After using the Dove Daily Moisture shampoo, apply and massage this hair conditioner for damaged dry hair; leave on for 1 minute, then rinse. BACKED BY SCIENCE: This damaged hair repair conditioner uses Dove technology that\u2019s backed by 10 years of research. Protecting, repairing, and restoring hair to reduce signs of damage. CARE YOU CAN COUNT ON: Globally, Dove does not test on animals. These hair care products are PETA approved and vegan." } ], "product_quantity": [ { "quantity": "1" }, { "quantity": "1" } ], "promotion_items": [ {"title": "Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance", "asin": "B0B9T85DHH", "price": "$22.97", "quantity": ""}, {"title": "Just For Men Control GX Grey Reducing 2-in-1 Shampoo and Conditioner, Gradual Hair Color with Keratin for Stronger Thicker and Healthier Looking Hair, 4 Fl Oz - Pack of 1 (Packaging May Vary)", "asin": "B0829LV2SZ", "price": "$10.97", "quantity": ""}, {"title": "CeraVe 2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp", "asin": "B0DV44KXW4", "price": "$9.97", "quantity": ""}, {"title": "Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz", "asin": "B0CYNPWWZ2", "price": "$17.59", "quantity": ""}, {"title": "Dove Calming Moisture Body Wash 3% renewing serum with retinol & chamomile 18.5 Fl Oz", "asin": "B0DNTZ2TGN", "price": "$9.97", "quantity": ""}, {"title": "Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV3RGW2", "price": "$19.99", "quantity": ""}, {"title": "CeraVe Hydrating Anti Dandruff Shampoo and Conditioner Set, Pyrithione Zinc Dandruff Treatment With Ceramides, Hyaluronic Acid & Niacinamide, Helps Elimanate Flakes & Reduce Itchy Scalp", "asin": "B0DZQLPPMW", "price": "$19.94", "quantity": ""}, {"title": "SEEN Shampoo & Deeper Conditioner Bundle - Scented, Non-Comedogenic & Sulfate-Free Hair Care - Dermatologist-Developed, Safe for Sensitive & Acne-Prone Skin", "asin": "B0DWBJ9JDP", "price": "$58.00", "quantity": ""}, {"title": "Living proof Full Shampoo & Conditioner Duo, Volume & Moisturizing for Thin Hair, Paraben & Silicone Free, Safe for Color Treated Hair", "asin": "B0DYG2F6KQ", "price": "$68.00", "quantity": ""}, {"title": "KEVIN.MURPHY SMOOTH.AGAIN WASH - Frizz Control Shampoo - For Thick, Coarse & Unruly...", "asin": "B01N20YO8W", "price": "$86.00", "quantity": ""}, {"title": "CeraVe 2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp", "asin": "B0DV44KXW4", "price": "$9.97", "quantity": ""}, {"title": "Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance", "asin": "B0B9T85DHH", "price": "$22.97", "quantity": ""}, {"title": "Just For Men Control GX Grey Reducing 2-in-1 Shampoo and Conditioner, Gradual Hair Color with Keratin for Stronger Thicker and Healthier Looking Hair, 4 Fl Oz - Pack of 1 (Packaging May Vary)", "asin": "B0829LV2SZ", "price": "$10.97", "quantity": ""}, {"title": "SheaMoisture Bond Repair Shampoo, Conditioner, Leave-In, & Oil Alma Oil 4 Pk to Strengthen Hair with Restorative HydroPlex Infusion", "asin": "B0CT5QCTW3", "price": "$46.05", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-04T15:54:14.748Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>", "index": 2596, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-04T15:54:10.872Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK5VDFGZ\"}\n{\"timestamp\": \"2025-05-04T15:54:14.692Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DK5VDFGZ\"\n},\n {\n \"title\": \"Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\"\n},\n {\n \"price\": \"$7.58\"\n},\n {\n \"bullet_list\": \"DESIGNED FOR DRY HAIR: Dove Daily Moisture Shampoo and Conditioner system, infused with Hyaluronic Serum, leaves your hair soft, smooth, and manageable from the 1st use. CONDITIONER FOR DRY HAIR: This Dove conditioner with Hyaluronic Serum is for 100% smoothness with system BIO-PROTEIN CARE: Our Daily Moisture range with Bio-Protein Care technology, designed to regenerate hair strength and refill it with 1 trillion protein strength builders with every wash. shampoo, conditioner,mask & serum HOW TO USE: After using the Dove Daily Moisture shampoo, apply and massage this hair conditioner for damaged dry hair; leave on for 1 minute, then rinse. BACKED BY SCIENCE: This damaged hair repair conditioner uses Dove technology that\\u2019s backed by 10 years of research. Protecting, repairing, and restoring hair to reduce signs of damage. CARE YOU CAN COUNT ON: Globally, Dove does not test on animals. These hair care products are PETA approved and vegan.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance\", \"asin\": \"B0B9T85DHH\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Just For Men Control GX Grey Reducing 2-in-1 Shampoo and Conditioner, Gradual Hair Color with Keratin for Stronger Thicker and Healthier Looking Hair, 4 Fl Oz - Pack of 1 (Packaging May Vary)\", \"asin\": \"B0829LV2SZ\", \"price\": \"$10.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe 2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp\", \"asin\": \"B0DV44KXW4\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Dove Calming Moisture Body Wash 3% renewing serum with retinol & chamomile 18.5 Fl Oz\", \"asin\": \"B0DNTZ2TGN\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV3RGW2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Hydrating Anti Dandruff Shampoo and Conditioner Set, Pyrithione Zinc Dandruff Treatment With Ceramides, Hyaluronic Acid & Niacinamide, Helps Elimanate Flakes & Reduce Itchy Scalp\", \"asin\": \"B0DZQLPPMW\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"SEEN Shampoo & Deeper Conditioner Bundle - Scented, Non-Comedogenic & Sulfate-Free Hair Care - Dermatologist-Developed, Safe for Sensitive & Acne-Prone Skin\", \"asin\": \"B0DWBJ9JDP\", \"price\": \"$58.00\", \"quantity\": \"\"},\n {\"title\": \"Living proof Full Shampoo & Conditioner Duo, Volume & Moisturizing for Thin Hair, Paraben & Silicone Free, Safe for Color Treated Hair\", \"asin\": \"B0DYG2F6KQ\", \"price\": \"$68.00\", \"quantity\": \"\"},\n {\"title\": \"KEVIN.MURPHY SMOOTH.AGAIN WASH - Frizz Control Shampoo - For Thick, Coarse & Unruly...\", \"asin\": \"B01N20YO8W\", \"price\": \"$86.00\", \"quantity\": \"\"},\n {\"title\": \"CeraVe 2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp\", \"asin\": \"B0DV44KXW4\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance\", \"asin\": \"B0B9T85DHH\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Just For Men Control GX Grey Reducing 2-in-1 Shampoo and Conditioner, Gradual Hair Color with Keratin for Stronger Thicker and Healthier Looking Hair, 4 Fl Oz - Pack of 1 (Packaging May Vary)\", \"asin\": \"B0829LV2SZ\", \"price\": \"$10.97\", \"quantity\": \"\"},\n {\"title\": \"SheaMoisture Bond Repair Shampoo, Conditioner, Leave-In, & Oil Alma Oil 4 Pk to Strengthen Hair with Restorative HydroPlex Infusion\", \"asin\": \"B0CT5QCTW3\", \"price\": \"$46.05\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-04T15:54:14.748Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-04T15:54:10.872Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK5VDFGZ\"}\n{\"timestamp\": \"2025-05-04T15:54:14.692Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-04T15:54:14.748Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"price\": \"$12.10\", \"quantity\": \"2\"},\n {\"title\": \"Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\", \"asin\": \"B0DK5VDFGZ\", \"price\": \"$7.98\", \"quantity\": \"1\"},\n {\"title\": \"Good Earth Sweet and Spicy All-Natural Caffeine-Free Herbal Tea Bags, 25-Count (Pack of 3)\", \"asin\": \"B00F8LX34G\", \"price\": \"$23.95\", \"quantity\": \"1\"},\n {\"title\": \"Navitas Organics Pomegranate Powder, 8oz. Bag, 45 Servings \\u2014 Organic, Non-GMO, Freeze-Dried, Gluten-Free\", \"asin\": \"B001TNW23U\", \"price\": \"$14.50\", \"quantity\": \"1\"},\n {\"title\": \"Organic Pomegranate Juice Powder, 1 Pound \| 100% Natural Fruit Powder \| Freeze Dried & Cold Pressed \| No Sugar & Additives \| Great Flavor for Drinks, Smoothie, & Beverages \| Non-GMO & Vegan Friendly\", \"asin\": \"B01HN63W4Y\", \"price\": \"$29.95\", \"quantity\": \"1\"},\n {\"title\": \"Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw \| Vitamin C \| Immune Support\", \"asin\": \"B00QMVSN1E\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"FGO Organic Acai Powder, 4oz Resealable Pouch, Freeze Dried Superfood Berry from Brazil, No Sugar & Additives,Great for Drinks, Smoothie, & Beverages, Non-GMO (Pack of 1)\", \"asin\": \"B01BCCYJHE\", \"price\": \"$10.99\", \"quantity\": \"1\"},\n {\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"price\": \"$149.95\", \"quantity\": \"1\"},\n {\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"price\": \"$150.00\", \"quantity\": \"1\"},\n {\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"price\": \"$17.58\", \"quantity\": \"1\"},\n {\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n {\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"price\": \"$7.20\", \"quantity\": \"1\"},\n {\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"price\": \"$18.99\", \"quantity\": \"1\"},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"price\": \"$1.97\", \"quantity\": \"1\"},\n {\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup \| Hyaluronic Acid \| Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"price\": \"$5.47\", \"quantity\": \"1\"},\n {\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.47\", \"quantity\": \"1\"},\n {\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$16.55\", \"quantity\": \"1\"},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n {\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"price\": \"$31.98\", \"quantity\": \"1\"},\n {\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"price\": \"$41.99\", \"quantity\": \"1\"},\n {\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"price\": \"$49.90\", \"quantity\": \"1\"},\n {\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$29.98\", \"quantity\": \"1\"},\n {\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"price\": \"$69.99\", \"quantity\": \"3\"},\n {\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"price\": \"$49.99\", \"quantity\": \"1\"},\n {\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"price\": \"$74.05\", \"quantity\": \"1\"},\n {\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$33.32\", \"quantity\": \"1\"},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"price\": \"$4.00\", \"quantity\": \"1\"},\n {\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"price\": \"$4.87\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DK5VDFGZ\"\n},\n {\n \"title\": \"Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\"\n},\n {\n \"price\": \"$7.58\"\n},\n {\n \"bullet_list\": \"DESIGNED FOR DRY HAIR: Dove Daily Moisture Shampoo and Conditioner system, infused with Hyaluronic Serum, leaves your hair soft, smooth, and manageable from the 1st use. CONDITIONER FOR DRY HAIR: This Dove conditioner with Hyaluronic Serum is for 100% smoothness with system BIO-PROTEIN CARE: Our Daily Moisture range with Bio-Protein Care technology, designed to regenerate hair strength and refill it with 1 trillion protein strength builders with every wash. shampoo, conditioner,mask & serum HOW TO USE: After using the Dove Daily Moisture shampoo, apply and massage this hair conditioner for damaged dry hair; leave on for 1 minute, then rinse. BACKED BY SCIENCE: This damaged hair repair conditioner uses Dove technology that\\u2019s backed by 10 years of research. Protecting, repairing, and restoring hair to reduce signs of damage. CARE YOU CAN COUNT ON: Globally, Dove does not test on animals. These hair care products are PETA approved and vegan.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Dove Calming Moisture Body Wash 3% renewing serum with retinol & chamomile 18.5 Fl Oz\", \"asin\": \"B0DNTZ2TGN\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV3RGW2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Dove Travel Essentials Shampoo and Conditioner Set \\u2013 Dove Nutritive Solutions Intensive Repair for Damaged Hair, 3 Oz Ea\", \"asin\": \"B0DFMNSPXW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\", \"quantity\": \"\"},\n {\"title\": \"SEEN Leave-In Conditioner, Fragrance Free - Leave-In Hair Conditioner & Heat Protectant Spray- Detangles & Hydrates- No Parabens, Sulfates or Phthalate\", \"asin\": \"B0DF87DHLP\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"SEEN Deeper Conditioner, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Conditioner- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin\", \"asin\": \"B0B2QML2MB\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"VEGAMOUR GRO Revitalizing Conditioner \| Smooths, Strengthens and Adds Shine to Thinning Hair \| Clean, Vegan, Cruelty-Free, Clinically Proven and Color Safe\", \"asin\": \"B09GXQCZ4Z\", \"price\": \"$48.00\", \"quantity\": \"\"},\n {\"title\": \"Routine Wellness Anti-Thinning Deep Conditioner for Thinning Hair - DHT Blocker for Hair Loss in Men & Women - Promotes Healthy Hair - Rose Hips 14oz\", \"asin\": \"B0CXXJ5KSC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Dove Calming Moisture Body Wash 3% renewing serum with retinol & chamomile 18.5 Fl Oz\", \"asin\": \"B0DNTZ2TGN\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Divi Hydrating Conditioner for Women and Men - Softens, Detangles, and Strengthens Hair - Nourishing Formula for All Hair Types, Including Dry, Frizzy, and Color-Treated Hair - 12 Fl Oz\", \"asin\": \"B0DFF2G44Z\", \"price\": \"$22.40\", \"quantity\": \"\"},\n {\"title\": \"SEEN Leave-In Conditioner, Fragrance Free - Leave-In Hair Conditioner & Heat Protectant Spray- Detangles & Hydrates- No Parabens, Sulfates or Phthalate\", \"asin\": \"B0DF87DHLP\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"Living proof Perfect hair Day Conditioner, Hydrating Conditioner for Women, Strengthens & Enhances Shine\", \"asin\": \"B0DS6GL7RW\", \"price\": \"$67.00\", \"quantity\": \"\"},\n {\"title\": \"SEEN Deeper Conditioner, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Conditioner- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin\", \"asin\": \"B0B2QML2MB\", \"price\": \"$29.00\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-04T15:55:10.780Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-04T15:55:10.780Z	click	cart_side_bar	rule	2025-05-04T15:55:10.780Z	train	2,597	2025-05-04T15:55:10.780Z	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 button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-04T15:54:10.872Z", "action": "click_product", "action_argument": "B0DK5VDFGZ"} {"timestamp": "2025-05-04T15:54:14.692Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-04T15:54:14.748Z", "action": "click", "action_argument": "other"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz", "asin": "B071HHSMTT", "price": "$12.10", "quantity": "2"}, {"title": "Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz", "asin": "B0DK5VDFGZ", "price": "$7.98", "quantity": "1"}, {"title": "Good Earth Sweet and Spicy All-Natural Caffeine-Free Herbal Tea Bags, 25-Count (Pack of 3)", "asin": "B00F8LX34G", "price": "$23.95", "quantity": "1"}, {"title": "Navitas Organics Pomegranate Powder, 8oz. Bag, 45 Servings \u2014 Organic, Non-GMO, Freeze-Dried, Gluten-Free", "asin": "B001TNW23U", "price": "$14.50", "quantity": "1"}, {"title": "Organic Pomegranate Juice Powder, 1 Pound \| 100% Natural Fruit Powder \| Freeze Dried & Cold Pressed \| No Sugar & Additives \| Great Flavor for Drinks, Smoothie, & Beverages \| Non-GMO & Vegan Friendly", "asin": "B01HN63W4Y", "price": "$29.95", "quantity": "1"}, {"title": "Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw \| Vitamin C \| Immune Support", "asin": "B00QMVSN1E", "price": "$17.99", "quantity": "1"}, {"title": "FGO Organic Acai Powder, 4oz Resealable Pouch, Freeze Dried Superfood Berry from Brazil, No Sugar & Additives,Great for Drinks, Smoothie, & Beverages, Non-GMO (Pack of 1)", "asin": "B01BCCYJHE", "price": "$10.99", "quantity": "1"}, {"title": "Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8", "asin": "B0987X1K61", "price": "$149.95", "quantity": "1"}, {"title": "Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8", "asin": "B0DB2RFSGQ", "price": "$150.00", "quantity": "1"}, {"title": "HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)", "asin": "B07WX629B8", "price": "$17.99", "quantity": "1"}, {"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce", "asin": "B07RK4HST7", "price": "$17.58", "quantity": "1"}, {"title": "Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count", "asin": "B0CPKFZ3VH", "price": "$1.99", "quantity": "1"}, {"title": "Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)", "asin": "B0C9DDCKM3", "price": "$7.20", "quantity": "1"}, {"title": "Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity", "asin": "B07MGKCV5Y", "price": "$12.99", "quantity": "1"}, {"title": "Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz", "asin": "B0CZ7P8JCS", "price": "$18.99", "quantity": "1"}, {"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "price": "$1.97", "quantity": "1"}, {"title": "wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup \| Hyaluronic Acid \| Sheer To Medium Coverage", "asin": "B08RRR61NB", "price": "$5.47", "quantity": "1"}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.47", "quantity": "1"}, {"title": "Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)", "asin": "B0714FV9VY", "price": "$5.97", "quantity": "1"}, {"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$16.55", "quantity": "1"}, {"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "quantity": "1"}, {"title": "Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)", "asin": "B096KZPRTD", "price": "$14.99", "quantity": "1"}, {"title": "Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)", "asin": "B07MJL8TPK", "price": "$31.98", "quantity": "1"}, {"title": "DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\u2161 Low Boots,Size 8,Chestnut,SDSB2432W", "asin": "B0D544YGBS", "price": "$41.99", "quantity": "1"}, {"title": "Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)", "asin": "B0CFD2JYRV", "price": "$49.90", "quantity": "1"}, {"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "price": "$29.98", "quantity": "1"}, {"title": "Air Purifiers for Home Large Room up to 1400ft\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander", "asin": "B0C4PBLS49", "price": "$69.99", "quantity": "3"}, {"title": "FULMINARE Air Purifiers for Home Large Room, 1095 Ft\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer", "asin": "B0D793491Q", "price": "$49.99", "quantity": "1"}, {"title": "MOOKA Air Purifiers for Home Large Room up to 1076 ft\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)", "asin": "B08PJQ3MWB", "price": "$74.05", "quantity": "1"}, {"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "price": "$33.32", "quantity": "1"}, {"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "price": "$4.00", "quantity": "1"}, {"title": "Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)", "asin": "B0BDCQT67Z", "price": "$4.87", "quantity": "1"} ], "product_details": [ { "asin": "B0DK5VDFGZ" }, { "title": "Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz" }, { "price": "$7.58" }, { "bullet_list": "DESIGNED FOR DRY HAIR: Dove Daily Moisture Shampoo and Conditioner system, infused with Hyaluronic Serum, leaves your hair soft, smooth, and manageable from the 1st use. CONDITIONER FOR DRY HAIR: This Dove conditioner with Hyaluronic Serum is for 100% smoothness with system BIO-PROTEIN CARE: Our Daily Moisture range with Bio-Protein Care technology, designed to regenerate hair strength and refill it with 1 trillion protein strength builders with every wash. shampoo, conditioner,mask & serum HOW TO USE: After using the Dove Daily Moisture shampoo, apply and massage this hair conditioner for damaged dry hair; leave on for 1 minute, then rinse. BACKED BY SCIENCE: This damaged hair repair conditioner uses Dove technology that\u2019s backed by 10 years of research. Protecting, repairing, and restoring hair to reduce signs of damage. CARE YOU CAN COUNT ON: Globally, Dove does not test on animals. These hair care products are PETA approved and vegan." } ], "product_quantity": [ { "quantity": "1 " }, { "quantity": "1" } ], "promotion_items": [ {"title": "Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz", "asin": "B0CYNPWWZ2", "price": "$17.59", "quantity": ""}, {"title": "Dove Calming Moisture Body Wash 3% renewing serum with retinol & chamomile 18.5 Fl Oz", "asin": "B0DNTZ2TGN", "price": "$9.97", "quantity": ""}, {"title": "Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV3RGW2", "price": "$19.99", "quantity": ""}, {"title": "Dove Travel Essentials Shampoo and Conditioner Set \u2013 Dove Nutritive Solutions Intensive Repair for Damaged Hair, 3 Oz Ea", "asin": "B0DFMNSPXW", "price": "$8.99", "quantity": ""}, {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23", "quantity": ""}, {"title": "SEEN Leave-In Conditioner, Fragrance Free - Leave-In Hair Conditioner & Heat Protectant Spray- Detangles & Hydrates- No Parabens, Sulfates or Phthalate", "asin": "B0DF87DHLP", "price": "$29.00", "quantity": ""}, {"title": "SEEN Deeper Conditioner, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Conditioner- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin", "asin": "B0B2QML2MB", "price": "$29.00", "quantity": ""}, {"title": "VEGAMOUR GRO Revitalizing Conditioner \| Smooths, Strengthens and Adds Shine to Thinning Hair \| Clean, Vegan, Cruelty-Free, Clinically Proven and Color Safe", "asin": "B09GXQCZ4Z", "price": "$48.00", "quantity": ""}, {"title": "Routine Wellness Anti-Thinning Deep Conditioner for Thinning Hair - DHT Blocker for Hair Loss in Men & Women - Promotes Healthy Hair - Rose Hips 14oz", "asin": "B0CXXJ5KSC", "price": "$29.99", "quantity": ""}, {"title": "Dove Calming Moisture Body Wash 3% renewing serum with retinol & chamomile 18.5 Fl Oz", "asin": "B0DNTZ2TGN", "price": "$9.97", "quantity": ""}, {"title": "Divi Hydrating Conditioner for Women and Men - Softens, Detangles, and Strengthens Hair - Nourishing Formula for All Hair Types, Including Dry, Frizzy, and Color-Treated Hair - 12 Fl Oz", "asin": "B0DFF2G44Z", "price": "$22.40", "quantity": ""}, {"title": "SEEN Leave-In Conditioner, Fragrance Free - Leave-In Hair Conditioner & Heat Protectant Spray- Detangles & Hydrates- No Parabens, Sulfates or Phthalate", "asin": "B0DF87DHLP", "price": "$29.00", "quantity": ""}, {"title": "Living proof Perfect hair Day Conditioner, Hydrating Conditioner for Women, Strengthens & Enhances Shine", "asin": "B0DS6GL7RW", "price": "$67.00", "quantity": ""}, {"title": "SEEN Deeper Conditioner, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Conditioner- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin", "asin": "B0B2QML2MB", "price": "$29.00", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-04T15:55:10.780Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 2597, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-04T15:54:10.872Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK5VDFGZ\"}\n{\"timestamp\": \"2025-05-04T15:54:14.692Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-04T15:54:14.748Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"price\": \"$12.10\", \"quantity\": \"2\"},\n {\"title\": \"Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\", \"asin\": \"B0DK5VDFGZ\", \"price\": \"$7.98\", \"quantity\": \"1\"},\n {\"title\": \"Good Earth Sweet and Spicy All-Natural Caffeine-Free Herbal Tea Bags, 25-Count (Pack of 3)\", \"asin\": \"B00F8LX34G\", \"price\": \"$23.95\", \"quantity\": \"1\"},\n {\"title\": \"Navitas Organics Pomegranate Powder, 8oz. Bag, 45 Servings \\u2014 Organic, Non-GMO, Freeze-Dried, Gluten-Free\", \"asin\": \"B001TNW23U\", \"price\": \"$14.50\", \"quantity\": \"1\"},\n {\"title\": \"Organic Pomegranate Juice Powder, 1 Pound \| 100% Natural Fruit Powder \| Freeze Dried & Cold Pressed \| No Sugar & Additives \| Great Flavor for Drinks, Smoothie, & Beverages \| Non-GMO & Vegan Friendly\", \"asin\": \"B01HN63W4Y\", \"price\": \"$29.95\", \"quantity\": \"1\"},\n {\"title\": \"Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw \| Vitamin C \| Immune Support\", \"asin\": \"B00QMVSN1E\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"FGO Organic Acai Powder, 4oz Resealable Pouch, Freeze Dried Superfood Berry from Brazil, No Sugar & Additives,Great for Drinks, Smoothie, & Beverages, Non-GMO (Pack of 1)\", \"asin\": \"B01BCCYJHE\", \"price\": \"$10.99\", \"quantity\": \"1\"},\n {\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"price\": \"$149.95\", \"quantity\": \"1\"},\n {\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"price\": \"$150.00\", \"quantity\": \"1\"},\n {\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"price\": \"$17.58\", \"quantity\": \"1\"},\n {\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n {\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"price\": \"$7.20\", \"quantity\": \"1\"},\n {\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"price\": \"$18.99\", \"quantity\": \"1\"},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"price\": \"$1.97\", \"quantity\": \"1\"},\n {\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup \| Hyaluronic Acid \| Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"price\": \"$5.47\", \"quantity\": \"1\"},\n {\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.47\", \"quantity\": \"1\"},\n {\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$16.55\", \"quantity\": \"1\"},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n {\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"price\": \"$31.98\", \"quantity\": \"1\"},\n {\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"price\": \"$41.99\", \"quantity\": \"1\"},\n {\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"price\": \"$49.90\", \"quantity\": \"1\"},\n {\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$29.98\", \"quantity\": \"1\"},\n {\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"price\": \"$69.99\", \"quantity\": \"3\"},\n {\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"price\": \"$49.99\", \"quantity\": \"1\"},\n {\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"price\": \"$74.05\", \"quantity\": \"1\"},\n {\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$33.32\", \"quantity\": \"1\"},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"price\": \"$4.00\", \"quantity\": \"1\"},\n {\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"price\": \"$4.87\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DK5VDFGZ\"\n},\n {\n \"title\": \"Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\"\n},\n {\n \"price\": \"$7.58\"\n},\n {\n \"bullet_list\": \"DESIGNED FOR DRY HAIR: Dove Daily Moisture Shampoo and Conditioner system, infused with Hyaluronic Serum, leaves your hair soft, smooth, and manageable from the 1st use. CONDITIONER FOR DRY HAIR: This Dove conditioner with Hyaluronic Serum is for 100% smoothness with system BIO-PROTEIN CARE: Our Daily Moisture range with Bio-Protein Care technology, designed to regenerate hair strength and refill it with 1 trillion protein strength builders with every wash. shampoo, conditioner,mask & serum HOW TO USE: After using the Dove Daily Moisture shampoo, apply and massage this hair conditioner for damaged dry hair; leave on for 1 minute, then rinse. BACKED BY SCIENCE: This damaged hair repair conditioner uses Dove technology that\\u2019s backed by 10 years of research. Protecting, repairing, and restoring hair to reduce signs of damage. CARE YOU CAN COUNT ON: Globally, Dove does not test on animals. These hair care products are PETA approved and vegan.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Pantene Infinite Lengths Shampoo, Sulfate Free with Biotin + Collagen, Strengthens Brittle Hair, Up to 90% Less Breakage, Safe for Color Treated Hair, Pro-V Miracles, Floral Scent, 30 Fl Oz\", \"asin\": \"B0CYNPWWZ2\", \"price\": \"$17.59\", \"quantity\": \"\"},\n {\"title\": \"Dove Calming Moisture Body Wash 3% renewing serum with retinol & chamomile 18.5 Fl Oz\", \"asin\": \"B0DNTZ2TGN\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV3RGW2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Dove Travel Essentials Shampoo and Conditioner Set \\u2013 Dove Nutritive Solutions Intensive Repair for Damaged Hair, 3 Oz Ea\", \"asin\": \"B0DFMNSPXW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\", \"quantity\": \"\"},\n {\"title\": \"SEEN Leave-In Conditioner, Fragrance Free - Leave-In Hair Conditioner & Heat Protectant Spray- Detangles & Hydrates- No Parabens, Sulfates or Phthalate\", \"asin\": \"B0DF87DHLP\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"SEEN Deeper Conditioner, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Conditioner- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin\", \"asin\": \"B0B2QML2MB\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"VEGAMOUR GRO Revitalizing Conditioner \| Smooths, Strengthens and Adds Shine to Thinning Hair \| Clean, Vegan, Cruelty-Free, Clinically Proven and Color Safe\", \"asin\": \"B09GXQCZ4Z\", \"price\": \"$48.00\", \"quantity\": \"\"},\n {\"title\": \"Routine Wellness Anti-Thinning Deep Conditioner for Thinning Hair - DHT Blocker for Hair Loss in Men & Women - Promotes Healthy Hair - Rose Hips 14oz\", \"asin\": \"B0CXXJ5KSC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Dove Calming Moisture Body Wash 3% renewing serum with retinol & chamomile 18.5 Fl Oz\", \"asin\": \"B0DNTZ2TGN\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Divi Hydrating Conditioner for Women and Men - Softens, Detangles, and Strengthens Hair - Nourishing Formula for All Hair Types, Including Dry, Frizzy, and Color-Treated Hair - 12 Fl Oz\", \"asin\": \"B0DFF2G44Z\", \"price\": \"$22.40\", \"quantity\": \"\"},\n {\"title\": \"SEEN Leave-In Conditioner, Fragrance Free - Leave-In Hair Conditioner & Heat Protectant Spray- Detangles & Hydrates- No Parabens, Sulfates or Phthalate\", \"asin\": \"B0DF87DHLP\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"Living proof Perfect hair Day Conditioner, Hydrating Conditioner for Women, Strengthens & Enhances Shine\", \"asin\": \"B0DS6GL7RW\", \"price\": \"$67.00\", \"quantity\": \"\"},\n {\"title\": \"SEEN Deeper Conditioner, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Conditioner- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin\", \"asin\": \"B0B2QML2MB\", \"price\": \"$29.00\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-04T15:55:10.780Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-04T15:54:10.872Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK5VDFGZ\"}\n{\"timestamp\": \"2025-05-04T15:54:14.692Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-04T15:54:14.748Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-04T15:55:10.780Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"price\": \"$12.10\", \"quantity\": \"2\"},\n {\"title\": \"Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\", \"asin\": \"B0DK5VDFGZ\", \"price\": \"$7.98\", \"quantity\": \"1\"},\n {\"title\": \"Good Earth Sweet and Spicy All-Natural Caffeine-Free Herbal Tea Bags, 25-Count (Pack of 3)\", \"asin\": \"B00F8LX34G\", \"price\": \"$23.95\", \"quantity\": \"1\"},\n {\"title\": \"Navitas Organics Pomegranate Powder, 8oz. Bag, 45 Servings \\u2014 Organic, Non-GMO, Freeze-Dried, Gluten-Free\", \"asin\": \"B001TNW23U\", \"price\": \"$14.50\", \"quantity\": \"1\"},\n {\"title\": \"Organic Pomegranate Juice Powder, 1 Pound \| 100% Natural Fruit Powder \| Freeze Dried & Cold Pressed \| No Sugar & Additives \| Great Flavor for Drinks, Smoothie, & Beverages \| Non-GMO & Vegan Friendly\", \"asin\": \"B01HN63W4Y\", \"price\": \"$29.95\", \"quantity\": \"1\"},\n {\"title\": \"Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw \| Vitamin C \| Immune Support\", \"asin\": \"B00QMVSN1E\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"FGO Organic Acai Powder, 4oz Resealable Pouch, Freeze Dried Superfood Berry from Brazil, No Sugar & Additives,Great for Drinks, Smoothie, & Beverages, Non-GMO (Pack of 1)\", \"asin\": \"B01BCCYJHE\", \"price\": \"$10.99\", \"quantity\": \"1\"},\n {\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"price\": \"$149.95\", \"quantity\": \"1\"},\n {\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"price\": \"$150.00\", \"quantity\": \"1\"},\n {\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"price\": \"$17.58\", \"quantity\": \"1\"},\n {\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n {\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"price\": \"$7.20\", \"quantity\": \"1\"},\n {\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"price\": \"$18.99\", \"quantity\": \"1\"},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"price\": \"$1.97\", \"quantity\": \"1\"},\n {\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup \| Hyaluronic Acid \| Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"price\": \"$5.47\", \"quantity\": \"1\"},\n {\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.47\", \"quantity\": \"1\"},\n {\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$16.55\", \"quantity\": \"1\"},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n {\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"price\": \"$31.98\", \"quantity\": \"1\"},\n {\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"price\": \"$41.99\", \"quantity\": \"1\"},\n {\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"price\": \"$49.90\", \"quantity\": \"1\"},\n {\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$29.98\", \"quantity\": \"1\"},\n {\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"price\": \"$69.99\", \"quantity\": \"3\"},\n {\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"price\": \"$49.99\", \"quantity\": \"1\"},\n {\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"price\": \"$74.05\", \"quantity\": \"1\"},\n {\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$33.32\", \"quantity\": \"1\"},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"price\": \"$4.00\", \"quantity\": \"1\"},\n {\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"price\": \"$4.87\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B071HHSMTT\"\n},\n {\n \"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\"\n},\n {\n \"price\": \"$12.10\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Paula's Choice CLINICAL 1% Retinol Treatment Cream with Peptides, Vitamin C & Licorice Extract, Anti-Aging & Wrinkles\", \"asin\": \"B00L5O2ZXK\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Paula's Choice CLINICAL 0.3% Retinol + 2% Bakuchiol Treatment, Anti-Aging Serum for Deep Wrinkles & Fine Lines, Fragrance-Free & Paraben-Free, 1 Ounce\", \"asin\": \"B084GGYHDF\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Advanced Clinicals Retinol Body Lotion & Face Moisturizer \| Visible Anti Aging Skin Care Retinol Body Cream For Women & Men Targets Look Of Fine Lines, Wrinkles, & Crepe Looking Dry Skin, 16 Ounce\", \"asin\": \"B00DI9IIEK\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"La Roche-Posay Hyalu B5 Pure Hyaluronic Acid Serum for Face, Vitamin B5 + Hyaluronic Acid + Madecassoside, Hydrating Serum Visibly Plumps Skin, Sensitive Skin Safe, Anti Aging, Oil-Free\", \"asin\": \"B075VX4QVM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Retinol Serum for Face 2.5%, B5 Resurfacing Retinol Serum with Vitamin C, Vitamin E...\", \"asin\": \"B08QRY56CQ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Rapid Wrinkle Repair Retinol Face Moisturizer with SPF 30 Sunscreen, Daily Anti-Aging Face Cream with Retinol & Hyaluronic Acid to Fight Fine Lines, Wrinkles, & Dark Spots, 1 fl. oz\", \"asin\": \"B004D2C57M\", \"price\": \"$21.98\", \"quantity\": \"\"},\n {\"title\": \"Vanicream Vitamin C Serum - Free of Dyes, Fragrance, Masking Fragrance, Lanolin, Parabens & Formaldehyde Releasers - For Sensitive Skin - 1.2 Fl Oz\", \"asin\": \"B0BJ4GZTK1\", \"price\": \"$15.27\", \"quantity\": \"\"},\n {\"title\": \"The INKEY List 1% Slow Release Retinol Serum Duo, Targets Signs of Aging, Helps Reduce Appearance of Fine Lines and Wrinkles, For All Skin Types, 30ml, 1 fl oz (2 Pack)\", \"asin\": \"B0DLW215R6\", \"price\": \"$29.98\", \"quantity\": \"\"},\n {\"title\": \"Paula\\u2019s Choice 25% Vitamin C Serum with Glutathione & Antioxidants, Improves Discoloration, Uneven Tone & Firms, Fragrance-Free & Paraben-Free, 1 Fl Oz\", \"asin\": \"B0CG2KD336\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Paula's Choice CLINICAL 1% Retinol Treatment Cream with Peptides, Vitamin C & Licorice Extract, Anti-Aging & Wrinkles\", \"asin\": \"B00L5O2ZXK\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Face & Body Moisturizer, Hydrating Moisturizing Cream for Dry to Very Dry, Sensitive Skin, NEW 16 oz 2 Pack, Fragrance Free, Non-Comedogenic, Non-Greasy\", \"asin\": \"B01H20MA62\", \"price\": \"$19.48\", \"quantity\": \"\"},\n {\"title\": \"Kerastase Genesis Bain Nutri-Fortifiant Shampoo - Reduces Breakage, Strengthens & Hydrates Dry Weakened Hair\", \"asin\": \"B083JK13DH\", \"price\": \"$44.00\", \"quantity\": \"\"},\n {\"title\": \"Advanced Clinicals Retinol Serum For Face \| Visible Anti Aging Retinol Serum Skin Care Face Moisturizer With Vitamin E Helps Improve Look Of Wrinkles, Fine Lines, & Uneven Skin Tone, 1.75 Fl Oz\", \"asin\": \"B013RID9WC\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Face Wash, Hydrating Gentle Skin Cleanser for Dry to Normal Sensitive Skin, NEW 20 oz, Fragrance Free, Soap Free and Non-Foaming\", \"asin\": \"B099N3NM61\", \"price\": \"$13.44\", \"quantity\": \"\"},\n {\"title\": \"NATURE WELL Clinical Retinol Advanced Moisture Cream for Face, Body, & Hands, Anti Aging, Targets Discoloration, Wrinkles, Sun Damage, Crepey, & Sagging Skin, 16 Oz\", \"asin\": \"B01BRU1PVE\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Olay Smooth & Renew Retinol Face Moisturizer, 2 oz Fragrance Free Night Cream for Fine Lines and Wrinkles with Retinoid Complex, Recyclable Eco Jar Packaging, Value Size\", \"asin\": \"B0C442SWJ7\", \"price\": \"$22.88\", \"quantity\": \"\"},\n {\"title\": \"InstaNatural Retinol Serum for Face with Niacinamide, Vitamin C, and Hyaluronic Acid, Anti Aging for Firmer Skin, Lines & Wrinkles & Brightening Serum\", \"asin\": \"B00Q301WXK\", \"price\": \"$15.95\", \"quantity\": \"\"},\n {\"title\": \"Lanc\\u00f4me G\\u00e9nifique Ultimate Dual Recovery Face Serum- Anti-Aging Serum Visibly Improves Fine Lines, Rough Texture, Plumpness and Even Skintone - with Beta Glucan and, Hyaluronic Acid\", \"asin\": \"B0DM3S16NM\", \"price\": \"$49.60\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 3.3 Oz Retinol Serum For Nighttime - Advanced PM Skin Care Formula - Anti-Aging Wrinkle Reducer for Radiant Skin - Natural Vitamin A & Collagen Booster - Fine Lines Treatment - Travel Size\", \"asin\": \"B0CS4P7WJ4\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"City Beauty Advanced Retinol System - 2 Anti-Aging Face Serums - Retinol & Vitamin C - Firm, Smooth & Brighten - Solution for Wrinkles, Dark Spots, & Sagging - Cruelty-Free Skin Care\", \"asin\": \"B09V1ZF5W2\", \"price\": \"$95.20\", \"quantity\": \"\"},\n {\"title\": \"Elizabeth Arden Mini Besties, Advanced Ceramide and Retinol + HPR Face Serum Capsules, Anti-Aging Travel Size Skincare, Wrinkle Reducing & Firming, 14 Count\", \"asin\": \"B0DTQNRMRV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Kiehl's Daily Micro-Dose Anti-Aging Retinol Facial Serum, Reduces Wrinkles, Firms Skin, Evens Skin Tone, Youth Renewing & Hydrating Formula, with Retinol & Ceramides, Paraben-free, Fragrance-free\", \"asin\": \"B09J1RCWQ2\", \"price\": \"$52.00\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-04T15:55:41.330Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-04T15:55:41.330Z	click	quantity	rule	2025-05-04T15:55:41.330Z	train	2,598	2025-05-04T15:55:41.330Z	click	quantity	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-04T15:54:10.872Z", "action": "click_product", "action_argument": "B0DK5VDFGZ"} {"timestamp": "2025-05-04T15:54:14.692Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-04T15:54:14.748Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-04T15:55:10.780Z", "action": "click", "action_argument": "cart_side_bar"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz", "asin": "B071HHSMTT", "price": "$12.10", "quantity": "2"}, {"title": "Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz", "asin": "B0DK5VDFGZ", "price": "$7.98", "quantity": "1"}, {"title": "Good Earth Sweet and Spicy All-Natural Caffeine-Free Herbal Tea Bags, 25-Count (Pack of 3)", "asin": "B00F8LX34G", "price": "$23.95", "quantity": "1"}, {"title": "Navitas Organics Pomegranate Powder, 8oz. Bag, 45 Servings \u2014 Organic, Non-GMO, Freeze-Dried, Gluten-Free", "asin": "B001TNW23U", "price": "$14.50", "quantity": "1"}, {"title": "Organic Pomegranate Juice Powder, 1 Pound \| 100% Natural Fruit Powder \| Freeze Dried & Cold Pressed \| No Sugar & Additives \| Great Flavor for Drinks, Smoothie, & Beverages \| Non-GMO & Vegan Friendly", "asin": "B01HN63W4Y", "price": "$29.95", "quantity": "1"}, {"title": "Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw \| Vitamin C \| Immune Support", "asin": "B00QMVSN1E", "price": "$17.99", "quantity": "1"}, {"title": "FGO Organic Acai Powder, 4oz Resealable Pouch, Freeze Dried Superfood Berry from Brazil, No Sugar & Additives,Great for Drinks, Smoothie, & Beverages, Non-GMO (Pack of 1)", "asin": "B01BCCYJHE", "price": "$10.99", "quantity": "1"}, {"title": "Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8", "asin": "B0987X1K61", "price": "$149.95", "quantity": "1"}, {"title": "Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8", "asin": "B0DB2RFSGQ", "price": "$150.00", "quantity": "1"}, {"title": "HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)", "asin": "B07WX629B8", "price": "$17.99", "quantity": "1"}, {"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce", "asin": "B07RK4HST7", "price": "$17.58", "quantity": "1"}, {"title": "Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count", "asin": "B0CPKFZ3VH", "price": "$1.99", "quantity": "1"}, {"title": "Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)", "asin": "B0C9DDCKM3", "price": "$7.20", "quantity": "1"}, {"title": "Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity", "asin": "B07MGKCV5Y", "price": "$12.99", "quantity": "1"}, {"title": "Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz", "asin": "B0CZ7P8JCS", "price": "$18.99", "quantity": "1"}, {"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "price": "$1.97", "quantity": "1"}, {"title": "wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup \| Hyaluronic Acid \| Sheer To Medium Coverage", "asin": "B08RRR61NB", "price": "$5.47", "quantity": "1"}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.47", "quantity": "1"}, {"title": "Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)", "asin": "B0714FV9VY", "price": "$5.97", "quantity": "1"}, {"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$16.55", "quantity": "1"}, {"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "quantity": "1"}, {"title": "Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)", "asin": "B096KZPRTD", "price": "$14.99", "quantity": "1"}, {"title": "Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)", "asin": "B07MJL8TPK", "price": "$31.98", "quantity": "1"}, {"title": "DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\u2161 Low Boots,Size 8,Chestnut,SDSB2432W", "asin": "B0D544YGBS", "price": "$41.99", "quantity": "1"}, {"title": "Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)", "asin": "B0CFD2JYRV", "price": "$49.90", "quantity": "1"}, {"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "price": "$29.98", "quantity": "1"}, {"title": "Air Purifiers for Home Large Room up to 1400ft\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander", "asin": "B0C4PBLS49", "price": "$69.99", "quantity": "3"}, {"title": "FULMINARE Air Purifiers for Home Large Room, 1095 Ft\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer", "asin": "B0D793491Q", "price": "$49.99", "quantity": "1"}, {"title": "MOOKA Air Purifiers for Home Large Room up to 1076 ft\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)", "asin": "B08PJQ3MWB", "price": "$74.05", "quantity": "1"}, {"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "price": "$33.32", "quantity": "1"}, {"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "price": "$4.00", "quantity": "1"}, {"title": "Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)", "asin": "B0BDCQT67Z", "price": "$4.87", "quantity": "1"} ], "product_details": [ { "asin": "B071HHSMTT" }, { "title": "The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz" }, { "price": "$12.10" } ], "product_quantity": [ { "quantity": "1 " }, { "quantity": "1" } ], "promotion_items": [ {"title": "Paula's Choice CLINICAL 1% Retinol Treatment Cream with Peptides, Vitamin C & Licorice Extract, Anti-Aging & Wrinkles", "asin": "B00L5O2ZXK", "price": "$65.00", "quantity": ""}, {"title": "Paula's Choice CLINICAL 0.3% Retinol + 2% Bakuchiol Treatment, Anti-Aging Serum for Deep Wrinkles & Fine Lines, Fragrance-Free & Paraben-Free, 1 Ounce", "asin": "B084GGYHDF", "price": "$65.00", "quantity": ""}, {"title": "Advanced Clinicals Retinol Body Lotion & Face Moisturizer \| Visible Anti Aging Skin Care Retinol Body Cream For Women & Men Targets Look Of Fine Lines, Wrinkles, & Crepe Looking Dry Skin, 16 Ounce", "asin": "B00DI9IIEK", "price": "$17.99", "quantity": ""}, {"title": "La Roche-Posay Hyalu B5 Pure Hyaluronic Acid Serum for Face, Vitamin B5 + Hyaluronic Acid + Madecassoside, Hydrating Serum Visibly Plumps Skin, Sensitive Skin Safe, Anti Aging, Oil-Free", "asin": "B075VX4QVM", "price": "$39.99", "quantity": ""}, {"title": "CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz", "asin": "B07XJ7XWLW", "price": "$22.97", "quantity": ""}, {"title": "Retinol Serum for Face 2.5%, B5 Resurfacing Retinol Serum with Vitamin C, Vitamin E...", "asin": "B08QRY56CQ", "price": "$9.99", "quantity": ""}, {"title": "Neutrogena Rapid Wrinkle Repair Retinol Face Moisturizer with SPF 30 Sunscreen, Daily Anti-Aging Face Cream with Retinol & Hyaluronic Acid to Fight Fine Lines, Wrinkles, & Dark Spots, 1 fl. oz", "asin": "B004D2C57M", "price": "$21.98", "quantity": ""}, {"title": "Vanicream Vitamin C Serum - Free of Dyes, Fragrance, Masking Fragrance, Lanolin, Parabens & Formaldehyde Releasers - For Sensitive Skin - 1.2 Fl Oz", "asin": "B0BJ4GZTK1", "price": "$15.27", "quantity": ""}, {"title": "The INKEY List 1% Slow Release Retinol Serum Duo, Targets Signs of Aging, Helps Reduce Appearance of Fine Lines and Wrinkles, For All Skin Types, 30ml, 1 fl oz (2 Pack)", "asin": "B0DLW215R6", "price": "$29.98", "quantity": ""}, {"title": "Paula\u2019s Choice 25% Vitamin C Serum with Glutathione & Antioxidants, Improves Discoloration, Uneven Tone & Firms, Fragrance-Free & Paraben-Free, 1 Fl Oz", "asin": "B0CG2KD336", "price": "$65.00", "quantity": ""}, {"title": "CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz", "asin": "B07XJ7XWLW", "price": "$22.97", "quantity": ""}, {"title": "Paula's Choice CLINICAL 1% Retinol Treatment Cream with Peptides, Vitamin C & Licorice Extract, Anti-Aging & Wrinkles", "asin": "B00L5O2ZXK", "price": "$65.00", "quantity": ""}, {"title": "CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz", "asin": "B07XJ7XWLW", "price": "$22.97", "quantity": ""}, {"title": "Cetaphil Face & Body Moisturizer, Hydrating Moisturizing Cream for Dry to Very Dry, Sensitive Skin, NEW 16 oz 2 Pack, Fragrance Free, Non-Comedogenic, Non-Greasy", "asin": "B01H20MA62", "price": "$19.48", "quantity": ""}, {"title": "Kerastase Genesis Bain Nutri-Fortifiant Shampoo - Reduces Breakage, Strengthens & Hydrates Dry Weakened Hair", "asin": "B083JK13DH", "price": "$44.00", "quantity": ""}, {"title": "Advanced Clinicals Retinol Serum For Face \| Visible Anti Aging Retinol Serum Skin Care Face Moisturizer With Vitamin E Helps Improve Look Of Wrinkles, Fine Lines, & Uneven Skin Tone, 1.75 Fl Oz", "asin": "B013RID9WC", "price": "$12.99", "quantity": ""}, {"title": "Cetaphil Face Wash, Hydrating Gentle Skin Cleanser for Dry to Normal Sensitive Skin, NEW 20 oz, Fragrance Free, Soap Free and Non-Foaming", "asin": "B099N3NM61", "price": "$13.44", "quantity": ""}, {"title": "NATURE WELL Clinical Retinol Advanced Moisture Cream for Face, Body, & Hands, Anti Aging, Targets Discoloration, Wrinkles, Sun Damage, Crepey, & Sagging Skin, 16 Oz", "asin": "B01BRU1PVE", "price": "$19.99", "quantity": ""}, {"title": "Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\"", "asin": "B07D37SBHF", "price": "$32.00", "quantity": ""}, {"title": "Olay Smooth & Renew Retinol Face Moisturizer, 2 oz Fragrance Free Night Cream for Fine Lines and Wrinkles with Retinoid Complex, Recyclable Eco Jar Packaging, Value Size", "asin": "B0C442SWJ7", "price": "$22.88", "quantity": ""}, {"title": "InstaNatural Retinol Serum for Face with Niacinamide, Vitamin C, and Hyaluronic Acid, Anti Aging for Firmer Skin, Lines & Wrinkles & Brightening Serum", "asin": "B00Q301WXK", "price": "$15.95", "quantity": ""}, {"title": "Lanc\u00f4me G\u00e9nifique Ultimate Dual Recovery Face Serum- Anti-Aging Serum Visibly Improves Fine Lines, Rough Texture, Plumpness and Even Skintone - with Beta Glucan and, Hyaluronic Acid", "asin": "B0DM3S16NM", "price": "$49.60", "quantity": ""}, {"title": "PURA D'OR 3.3 Oz Retinol Serum For Nighttime - Advanced PM Skin Care Formula - Anti-Aging Wrinkle Reducer for Radiant Skin - Natural Vitamin A & Collagen Booster - Fine Lines Treatment - Travel Size", "asin": "B0CS4P7WJ4", "price": "$14.99", "quantity": ""}, {"title": "City Beauty Advanced Retinol System - 2 Anti-Aging Face Serums - Retinol & Vitamin C - Firm, Smooth & Brighten - Solution for Wrinkles, Dark Spots, & Sagging - Cruelty-Free Skin Care", "asin": "B09V1ZF5W2", "price": "$95.20", "quantity": ""}, {"title": "Elizabeth Arden Mini Besties, Advanced Ceramide and Retinol + HPR Face Serum Capsules, Anti-Aging Travel Size Skincare, Wrinkle Reducing & Firming, 14 Count", "asin": "B0DTQNRMRV", "price": "$14.99", "quantity": ""}, {"title": "Kiehl's Daily Micro-Dose Anti-Aging Retinol Facial Serum, Reduces Wrinkles, Firms Skin, Evens Skin Tone, Youth Renewing & Hydrating Formula, with Retinol & Ceramides, Paraben-free, Fragrance-free", "asin": "B09J1RCWQ2", "price": "$52.00", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-04T15:55:41.330Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "index": 2598, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-04T15:54:10.872Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK5VDFGZ\"}\n{\"timestamp\": \"2025-05-04T15:54:14.692Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-04T15:54:14.748Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-04T15:55:10.780Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"price\": \"$12.10\", \"quantity\": \"2\"},\n {\"title\": \"Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\", \"asin\": \"B0DK5VDFGZ\", \"price\": \"$7.98\", \"quantity\": \"1\"},\n {\"title\": \"Good Earth Sweet and Spicy All-Natural Caffeine-Free Herbal Tea Bags, 25-Count (Pack of 3)\", \"asin\": \"B00F8LX34G\", \"price\": \"$23.95\", \"quantity\": \"1\"},\n {\"title\": \"Navitas Organics Pomegranate Powder, 8oz. Bag, 45 Servings \\u2014 Organic, Non-GMO, Freeze-Dried, Gluten-Free\", \"asin\": \"B001TNW23U\", \"price\": \"$14.50\", \"quantity\": \"1\"},\n {\"title\": \"Organic Pomegranate Juice Powder, 1 Pound \| 100% Natural Fruit Powder \| Freeze Dried & Cold Pressed \| No Sugar & Additives \| Great Flavor for Drinks, Smoothie, & Beverages \| Non-GMO & Vegan Friendly\", \"asin\": \"B01HN63W4Y\", \"price\": \"$29.95\", \"quantity\": \"1\"},\n {\"title\": \"Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw \| Vitamin C \| Immune Support\", \"asin\": \"B00QMVSN1E\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"FGO Organic Acai Powder, 4oz Resealable Pouch, Freeze Dried Superfood Berry from Brazil, No Sugar & Additives,Great for Drinks, Smoothie, & Beverages, Non-GMO (Pack of 1)\", \"asin\": \"B01BCCYJHE\", \"price\": \"$10.99\", \"quantity\": \"1\"},\n {\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"price\": \"$149.95\", \"quantity\": \"1\"},\n {\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"price\": \"$150.00\", \"quantity\": \"1\"},\n {\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"price\": \"$17.58\", \"quantity\": \"1\"},\n {\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n {\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"price\": \"$7.20\", \"quantity\": \"1\"},\n {\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"price\": \"$18.99\", \"quantity\": \"1\"},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"price\": \"$1.97\", \"quantity\": \"1\"},\n {\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup \| Hyaluronic Acid \| Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"price\": \"$5.47\", \"quantity\": \"1\"},\n {\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.47\", \"quantity\": \"1\"},\n {\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$16.55\", \"quantity\": \"1\"},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n {\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"price\": \"$31.98\", \"quantity\": \"1\"},\n {\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"price\": \"$41.99\", \"quantity\": \"1\"},\n {\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"price\": \"$49.90\", \"quantity\": \"1\"},\n {\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$29.98\", \"quantity\": \"1\"},\n {\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"price\": \"$69.99\", \"quantity\": \"3\"},\n {\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"price\": \"$49.99\", \"quantity\": \"1\"},\n {\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"price\": \"$74.05\", \"quantity\": \"1\"},\n {\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$33.32\", \"quantity\": \"1\"},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"price\": \"$4.00\", \"quantity\": \"1\"},\n {\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"price\": \"$4.87\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B071HHSMTT\"\n},\n {\n \"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\"\n},\n {\n \"price\": \"$12.10\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Paula's Choice CLINICAL 1% Retinol Treatment Cream with Peptides, Vitamin C & Licorice Extract, Anti-Aging & Wrinkles\", \"asin\": \"B00L5O2ZXK\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Paula's Choice CLINICAL 0.3% Retinol + 2% Bakuchiol Treatment, Anti-Aging Serum for Deep Wrinkles & Fine Lines, Fragrance-Free & Paraben-Free, 1 Ounce\", \"asin\": \"B084GGYHDF\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Advanced Clinicals Retinol Body Lotion & Face Moisturizer \| Visible Anti Aging Skin Care Retinol Body Cream For Women & Men Targets Look Of Fine Lines, Wrinkles, & Crepe Looking Dry Skin, 16 Ounce\", \"asin\": \"B00DI9IIEK\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"La Roche-Posay Hyalu B5 Pure Hyaluronic Acid Serum for Face, Vitamin B5 + Hyaluronic Acid + Madecassoside, Hydrating Serum Visibly Plumps Skin, Sensitive Skin Safe, Anti Aging, Oil-Free\", \"asin\": \"B075VX4QVM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Retinol Serum for Face 2.5%, B5 Resurfacing Retinol Serum with Vitamin C, Vitamin E...\", \"asin\": \"B08QRY56CQ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Rapid Wrinkle Repair Retinol Face Moisturizer with SPF 30 Sunscreen, Daily Anti-Aging Face Cream with Retinol & Hyaluronic Acid to Fight Fine Lines, Wrinkles, & Dark Spots, 1 fl. oz\", \"asin\": \"B004D2C57M\", \"price\": \"$21.98\", \"quantity\": \"\"},\n {\"title\": \"Vanicream Vitamin C Serum - Free of Dyes, Fragrance, Masking Fragrance, Lanolin, Parabens & Formaldehyde Releasers - For Sensitive Skin - 1.2 Fl Oz\", \"asin\": \"B0BJ4GZTK1\", \"price\": \"$15.27\", \"quantity\": \"\"},\n {\"title\": \"The INKEY List 1% Slow Release Retinol Serum Duo, Targets Signs of Aging, Helps Reduce Appearance of Fine Lines and Wrinkles, For All Skin Types, 30ml, 1 fl oz (2 Pack)\", \"asin\": \"B0DLW215R6\", \"price\": \"$29.98\", \"quantity\": \"\"},\n {\"title\": \"Paula\\u2019s Choice 25% Vitamin C Serum with Glutathione & Antioxidants, Improves Discoloration, Uneven Tone & Firms, Fragrance-Free & Paraben-Free, 1 Fl Oz\", \"asin\": \"B0CG2KD336\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Paula's Choice CLINICAL 1% Retinol Treatment Cream with Peptides, Vitamin C & Licorice Extract, Anti-Aging & Wrinkles\", \"asin\": \"B00L5O2ZXK\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Face & Body Moisturizer, Hydrating Moisturizing Cream for Dry to Very Dry, Sensitive Skin, NEW 16 oz 2 Pack, Fragrance Free, Non-Comedogenic, Non-Greasy\", \"asin\": \"B01H20MA62\", \"price\": \"$19.48\", \"quantity\": \"\"},\n {\"title\": \"Kerastase Genesis Bain Nutri-Fortifiant Shampoo - Reduces Breakage, Strengthens & Hydrates Dry Weakened Hair\", \"asin\": \"B083JK13DH\", \"price\": \"$44.00\", \"quantity\": \"\"},\n {\"title\": \"Advanced Clinicals Retinol Serum For Face \| Visible Anti Aging Retinol Serum Skin Care Face Moisturizer With Vitamin E Helps Improve Look Of Wrinkles, Fine Lines, & Uneven Skin Tone, 1.75 Fl Oz\", \"asin\": \"B013RID9WC\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Face Wash, Hydrating Gentle Skin Cleanser for Dry to Normal Sensitive Skin, NEW 20 oz, Fragrance Free, Soap Free and Non-Foaming\", \"asin\": \"B099N3NM61\", \"price\": \"$13.44\", \"quantity\": \"\"},\n {\"title\": \"NATURE WELL Clinical Retinol Advanced Moisture Cream for Face, Body, & Hands, Anti Aging, Targets Discoloration, Wrinkles, Sun Damage, Crepey, & Sagging Skin, 16 Oz\", \"asin\": \"B01BRU1PVE\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Olay Smooth & Renew Retinol Face Moisturizer, 2 oz Fragrance Free Night Cream for Fine Lines and Wrinkles with Retinoid Complex, Recyclable Eco Jar Packaging, Value Size\", \"asin\": \"B0C442SWJ7\", \"price\": \"$22.88\", \"quantity\": \"\"},\n {\"title\": \"InstaNatural Retinol Serum for Face with Niacinamide, Vitamin C, and Hyaluronic Acid, Anti Aging for Firmer Skin, Lines & Wrinkles & Brightening Serum\", \"asin\": \"B00Q301WXK\", \"price\": \"$15.95\", \"quantity\": \"\"},\n {\"title\": \"Lanc\\u00f4me G\\u00e9nifique Ultimate Dual Recovery Face Serum- Anti-Aging Serum Visibly Improves Fine Lines, Rough Texture, Plumpness and Even Skintone - with Beta Glucan and, Hyaluronic Acid\", \"asin\": \"B0DM3S16NM\", \"price\": \"$49.60\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 3.3 Oz Retinol Serum For Nighttime - Advanced PM Skin Care Formula - Anti-Aging Wrinkle Reducer for Radiant Skin - Natural Vitamin A & Collagen Booster - Fine Lines Treatment - Travel Size\", \"asin\": \"B0CS4P7WJ4\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"City Beauty Advanced Retinol System - 2 Anti-Aging Face Serums - Retinol & Vitamin C - Firm, Smooth & Brighten - Solution for Wrinkles, Dark Spots, & Sagging - Cruelty-Free Skin Care\", \"asin\": \"B09V1ZF5W2\", \"price\": \"$95.20\", \"quantity\": \"\"},\n {\"title\": \"Elizabeth Arden Mini Besties, Advanced Ceramide and Retinol + HPR Face Serum Capsules, Anti-Aging Travel Size Skincare, Wrinkle Reducing & Firming, 14 Count\", \"asin\": \"B0DTQNRMRV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Kiehl's Daily Micro-Dose Anti-Aging Retinol Facial Serum, Reduces Wrinkles, Firms Skin, Evens Skin Tone, Youth Renewing & Hydrating Formula, with Retinol & Ceramides, Paraben-free, Fragrance-free\", \"asin\": \"B09J1RCWQ2\", \"price\": \"$52.00\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-04T15:55:41.330Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }
Action_Asin	[ { "content": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-04T15:54:10.872Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK5VDFGZ\"}\n{\"timestamp\": \"2025-05-04T15:54:14.692Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-04T15:54:14.748Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-04T15:55:10.780Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:55:41.330Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"price\": \"$12.10\", \"quantity\": \"2\"},\n {\"title\": \"Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\", \"asin\": \"B0DK5VDFGZ\", \"price\": \"$7.98\", \"quantity\": \"1\"},\n {\"title\": \"Good Earth Sweet and Spicy All-Natural Caffeine-Free Herbal Tea Bags, 25-Count (Pack of 3)\", \"asin\": \"B00F8LX34G\", \"price\": \"$23.95\", \"quantity\": \"1\"},\n {\"title\": \"Navitas Organics Pomegranate Powder, 8oz. Bag, 45 Servings \\u2014 Organic, Non-GMO, Freeze-Dried, Gluten-Free\", \"asin\": \"B001TNW23U\", \"price\": \"$14.50\", \"quantity\": \"1\"},\n {\"title\": \"Organic Pomegranate Juice Powder, 1 Pound \| 100% Natural Fruit Powder \| Freeze Dried & Cold Pressed \| No Sugar & Additives \| Great Flavor for Drinks, Smoothie, & Beverages \| Non-GMO & Vegan Friendly\", \"asin\": \"B01HN63W4Y\", \"price\": \"$29.95\", \"quantity\": \"1\"},\n {\"title\": \"Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw \| Vitamin C \| Immune Support\", \"asin\": \"B00QMVSN1E\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"FGO Organic Acai Powder, 4oz Resealable Pouch, Freeze Dried Superfood Berry from Brazil, No Sugar & Additives,Great for Drinks, Smoothie, & Beverages, Non-GMO (Pack of 1)\", \"asin\": \"B01BCCYJHE\", \"price\": \"$10.99\", \"quantity\": \"1\"},\n {\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"price\": \"$149.95\", \"quantity\": \"1\"},\n {\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"price\": \"$150.00\", \"quantity\": \"1\"},\n {\"asin\": \"B07WX629B8\"},\n {\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"price\": \"$17.58\", \"quantity\": \"1\"},\n {\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n {\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"price\": \"$7.20\", \"quantity\": \"1\"},\n {\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"price\": \"$18.99\", \"quantity\": \"1\"},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"price\": \"$1.97\", \"quantity\": \"1\"},\n {\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup \| Hyaluronic Acid \| Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"price\": \"$5.47\", \"quantity\": \"1\"},\n {\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.47\", \"quantity\": \"1\"},\n {\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$16.55\", \"quantity\": \"1\"},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. 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Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"price\": \"$49.99\", \"quantity\": \"1\"},\n {\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"price\": \"$74.05\", \"quantity\": \"1\"},\n {\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$33.32\", \"quantity\": \"1\"},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"price\": \"$4.00\", \"quantity\": \"1\"},\n {\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"price\": \"$4.87\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B071HHSMTT\"\n},\n {\n \"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\"\n},\n {\n \"price\": \"$12.10\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Paula's Choice CLINICAL 1% Retinol Treatment Cream with Peptides, Vitamin C & Licorice Extract, Anti-Aging & Wrinkles\", \"asin\": \"B00L5O2ZXK\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Paula's Choice CLINICAL 0.3% Retinol + 2% Bakuchiol Treatment, Anti-Aging Serum for Deep Wrinkles & Fine Lines, Fragrance-Free & Paraben-Free, 1 Ounce\", \"asin\": \"B084GGYHDF\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Advanced Clinicals Retinol Body Lotion & Face Moisturizer \| Visible Anti Aging Skin Care Retinol Body Cream For Women & Men Targets Look Of Fine Lines, Wrinkles, & Crepe Looking Dry Skin, 16 Ounce\", \"asin\": \"B00DI9IIEK\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"La Roche-Posay Hyalu B5 Pure Hyaluronic Acid Serum for Face, Vitamin B5 + Hyaluronic Acid + Madecassoside, Hydrating Serum Visibly Plumps Skin, Sensitive Skin Safe, Anti Aging, Oil-Free\", \"asin\": \"B075VX4QVM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Retinol Serum for Face 2.5%, B5 Resurfacing Retinol Serum with Vitamin C, Vitamin E...\", \"asin\": \"B08QRY56CQ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Rapid Wrinkle Repair Retinol Face Moisturizer with SPF 30 Sunscreen, Daily Anti-Aging Face Cream with Retinol & Hyaluronic Acid to Fight Fine Lines, Wrinkles, & Dark Spots, 1 fl. oz\", \"asin\": \"B004D2C57M\", \"price\": \"$21.98\", \"quantity\": \"\"},\n {\"title\": \"Vanicream Vitamin C Serum - Free of Dyes, Fragrance, Masking Fragrance, Lanolin, Parabens & Formaldehyde Releasers - For Sensitive Skin - 1.2 Fl Oz\", \"asin\": \"B0BJ4GZTK1\", \"price\": \"$15.27\", \"quantity\": \"\"},\n {\"title\": \"The INKEY List 1% Slow Release Retinol Serum Duo, Targets Signs of Aging, Helps Reduce Appearance of Fine Lines and Wrinkles, For All Skin Types, 30ml, 1 fl oz (2 Pack)\", \"asin\": \"B0DLW215R6\", \"price\": \"$29.98\", \"quantity\": \"\"},\n {\"title\": \"Paula\\u2019s Choice 25% Vitamin C Serum with Glutathione & Antioxidants, Improves Discoloration, Uneven Tone & Firms, Fragrance-Free & Paraben-Free, 1 Fl Oz\", \"asin\": \"B0CG2KD336\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Paula's Choice CLINICAL 1% Retinol Treatment Cream with Peptides, Vitamin C & Licorice Extract, Anti-Aging & Wrinkles\", \"asin\": \"B00L5O2ZXK\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Face & Body Moisturizer, Hydrating Moisturizing Cream for Dry to Very Dry, Sensitive Skin, NEW 16 oz 2 Pack, Fragrance Free, Non-Comedogenic, Non-Greasy\", \"asin\": \"B01H20MA62\", \"price\": \"$19.48\", \"quantity\": \"\"},\n {\"title\": \"Kerastase Genesis Bain Nutri-Fortifiant Shampoo - Reduces Breakage, Strengthens & Hydrates Dry Weakened Hair\", \"asin\": \"B083JK13DH\", \"price\": \"$44.00\", \"quantity\": \"\"},\n {\"title\": \"Advanced Clinicals Retinol Serum For Face \| Visible Anti Aging Retinol Serum Skin Care Face Moisturizer With Vitamin E Helps Improve Look Of Wrinkles, Fine Lines, & Uneven Skin Tone, 1.75 Fl Oz\", \"asin\": \"B013RID9WC\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Face Wash, Hydrating Gentle Skin Cleanser for Dry to Normal Sensitive Skin, NEW 20 oz, Fragrance Free, Soap Free and Non-Foaming\", \"asin\": \"B099N3NM61\", \"price\": \"$13.44\", \"quantity\": \"\"},\n {\"title\": \"NATURE WELL Clinical Retinol Advanced Moisture Cream for Face, Body, & Hands, Anti Aging, Targets Discoloration, Wrinkles, Sun Damage, Crepey, & Sagging Skin, 16 Oz\", \"asin\": \"B01BRU1PVE\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Olay Smooth & Renew Retinol Face Moisturizer, 2 oz Fragrance Free Night Cream for Fine Lines and Wrinkles with Retinoid Complex, Recyclable Eco Jar Packaging, Value Size\", \"asin\": \"B0C442SWJ7\", \"price\": \"$22.88\", \"quantity\": \"\"},\n {\"title\": \"InstaNatural Retinol Serum for Face with Niacinamide, Vitamin C, and Hyaluronic Acid, Anti Aging for Firmer Skin, Lines & Wrinkles & Brightening Serum\", \"asin\": \"B00Q301WXK\", \"price\": \"$15.95\", \"quantity\": \"\"},\n {\"title\": \"Lanc\\u00f4me G\\u00e9nifique Ultimate Dual Recovery Face Serum- Anti-Aging Serum Visibly Improves Fine Lines, Rough Texture, Plumpness and Even Skintone - with Beta Glucan and, Hyaluronic Acid\", \"asin\": \"B0DM3S16NM\", \"price\": \"$49.60\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 3.3 Oz Retinol Serum For Nighttime - Advanced PM Skin Care Formula - Anti-Aging Wrinkle Reducer for Radiant Skin - Natural Vitamin A & Collagen Booster - Fine Lines Treatment - Travel Size\", \"asin\": \"B0CS4P7WJ4\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"City Beauty Advanced Retinol System - 2 Anti-Aging Face Serums - Retinol & Vitamin C - Firm, Smooth & Brighten - Solution for Wrinkles, Dark Spots, & Sagging - Cruelty-Free Skin Care\", \"asin\": \"B09V1ZF5W2\", \"price\": \"$95.20\", \"quantity\": \"\"},\n {\"title\": \"Elizabeth Arden Mini Besties, Advanced Ceramide and Retinol + HPR Face Serum Capsules, Anti-Aging Travel Size Skincare, Wrinkle Reducing & Firming, 14 Count\", \"asin\": \"B0DTQNRMRV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Kiehl's Daily Micro-Dose Anti-Aging Retinol Facial Serum, Reduces Wrinkles, Firms Skin, Evens Skin Tone, Youth Renewing & Hydrating Formula, with Retinol & Ceramides, Paraben-free, Fragrance-free\", \"asin\": \"B09J1RCWQ2\", \"price\": \"$52.00\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-04T15:55:48.968Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "role": "user" } ]	Action_Argument_Prediction	2025-05-04T15:55:48.968Z	click	quantity	rule	2025-05-04T15:55:48.968Z	train	2,599	2025-05-04T15:55:48.968Z	click	quantity	<\|im_start\|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <\|im_end\|> <\|im_start\|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <\|actionspace_start\|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a button or clickable element on the Amazon website. Action Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. { "timestamp": "timestamp", "action": "click", "action_argument": "click_type", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <\|actionspace_end\|> <\|action_start\|> {"timestamp": "2025-05-04T15:54:10.872Z", "action": "click_product", "action_argument": "B0DK5VDFGZ"} {"timestamp": "2025-05-04T15:54:14.692Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-04T15:54:14.748Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-04T15:55:10.780Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-04T15:55:41.330Z", "action": "click", "action_argument": "quantity"} <\|action_end\|> <\|observation_start\|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. { "search_term": [ { "term": "" } ], "cart_items": [ {"title": "The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz", "asin": "B071HHSMTT", "price": "$12.10", "quantity": "2"}, {"title": "Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz", "asin": "B0DK5VDFGZ", "price": "$7.98", "quantity": "1"}, {"title": "Good Earth Sweet and Spicy All-Natural Caffeine-Free Herbal Tea Bags, 25-Count (Pack of 3)", "asin": "B00F8LX34G", "price": "$23.95", "quantity": "1"}, {"title": "Navitas Organics Pomegranate Powder, 8oz. Bag, 45 Servings \u2014 Organic, Non-GMO, Freeze-Dried, Gluten-Free", "asin": "B001TNW23U", "price": "$14.50", "quantity": "1"}, {"title": "Organic Pomegranate Juice Powder, 1 Pound \| 100% Natural Fruit Powder \| Freeze Dried & Cold Pressed \| No Sugar & Additives \| Great Flavor for Drinks, Smoothie, & Beverages \| Non-GMO & Vegan Friendly", "asin": "B01HN63W4Y", "price": "$29.95", "quantity": "1"}, {"title": "Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw \| Vitamin C \| Immune Support", "asin": "B00QMVSN1E", "price": "$17.99", "quantity": "1"}, {"title": "FGO Organic Acai Powder, 4oz Resealable Pouch, Freeze Dried Superfood Berry from Brazil, No Sugar & Additives,Great for Drinks, Smoothie, & Beverages, Non-GMO (Pack of 1)", "asin": "B01BCCYJHE", "price": "$10.99", "quantity": "1"}, {"title": "Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8", "asin": "B0987X1K61", "price": "$149.95", "quantity": "1"}, {"title": "Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8", "asin": "B0DB2RFSGQ", "price": "$150.00", "quantity": "1"}, {"asin": "B07WX629B8"}, {"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce", "asin": "B07RK4HST7", "price": "$17.58", "quantity": "1"}, {"title": "Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count", "asin": "B0CPKFZ3VH", "price": "$1.99", "quantity": "1"}, {"title": "Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)", "asin": "B0C9DDCKM3", "price": "$7.20", "quantity": "1"}, {"title": "Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity", "asin": "B07MGKCV5Y", "price": "$12.99", "quantity": "1"}, {"title": "Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz", "asin": "B0CZ7P8JCS", "price": "$18.99", "quantity": "1"}, {"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "price": "$1.97", "quantity": "1"}, {"title": "wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup \| Hyaluronic Acid \| Sheer To Medium Coverage", "asin": "B08RRR61NB", "price": "$5.47", "quantity": "1"}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.47", "quantity": "1"}, {"title": "Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)", "asin": "B0714FV9VY", "price": "$5.97", "quantity": "1"}, {"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$16.55", "quantity": "1"}, {"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "quantity": "1"}, {"title": "Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)", "asin": "B096KZPRTD", "price": "$14.99", "quantity": "1"}, {"title": "Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)", "asin": "B07MJL8TPK", "price": "$31.98", "quantity": "1"}, {"title": "DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\u2161 Low Boots,Size 8,Chestnut,SDSB2432W", "asin": "B0D544YGBS", "price": "$41.99", "quantity": "1"}, {"title": "Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)", "asin": "B0CFD2JYRV", "price": "$49.90", "quantity": "1"}, {"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "price": "$29.98", "quantity": "1"}, {"title": "Air Purifiers for Home Large Room up to 1400ft\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander", "asin": "B0C4PBLS49", "price": "$69.99", "quantity": "3"}, {"title": "FULMINARE Air Purifiers for Home Large Room, 1095 Ft\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer", "asin": "B0D793491Q", "price": "$49.99", "quantity": "1"}, {"title": "MOOKA Air Purifiers for Home Large Room up to 1076 ft\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)", "asin": "B08PJQ3MWB", "price": "$74.05", "quantity": "1"}, {"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "price": "$33.32", "quantity": "1"}, {"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "price": "$4.00", "quantity": "1"}, {"title": "Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)", "asin": "B0BDCQT67Z", "price": "$4.87", "quantity": "1"} ], "product_details": [ { "asin": "B071HHSMTT" }, { "title": "The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz" }, { "price": "$12.10" } ], "product_quantity": [ { "quantity": "1 " }, { "quantity": "1" } ], "promotion_items": [ {"title": "Paula's Choice CLINICAL 1% Retinol Treatment Cream with Peptides, Vitamin C & Licorice Extract, Anti-Aging & Wrinkles", "asin": "B00L5O2ZXK", "price": "$65.00", "quantity": ""}, {"title": "Paula's Choice CLINICAL 0.3% Retinol + 2% Bakuchiol Treatment, Anti-Aging Serum for Deep Wrinkles & Fine Lines, Fragrance-Free & Paraben-Free, 1 Ounce", "asin": "B084GGYHDF", "price": "$65.00", "quantity": ""}, {"title": "Advanced Clinicals Retinol Body Lotion & Face Moisturizer \| Visible Anti Aging Skin Care Retinol Body Cream For Women & Men Targets Look Of Fine Lines, Wrinkles, & Crepe Looking Dry Skin, 16 Ounce", "asin": "B00DI9IIEK", "price": "$17.99", "quantity": ""}, {"title": "La Roche-Posay Hyalu B5 Pure Hyaluronic Acid Serum for Face, Vitamin B5 + Hyaluronic Acid + Madecassoside, Hydrating Serum Visibly Plumps Skin, Sensitive Skin Safe, Anti Aging, Oil-Free", "asin": "B075VX4QVM", "price": "$39.99", "quantity": ""}, {"title": "CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz", "asin": "B07XJ7XWLW", "price": "$22.97", "quantity": ""}, {"title": "Retinol Serum for Face 2.5%, B5 Resurfacing Retinol Serum with Vitamin C, Vitamin E...", "asin": "B08QRY56CQ", "price": "$9.99", "quantity": ""}, {"title": "Neutrogena Rapid Wrinkle Repair Retinol Face Moisturizer with SPF 30 Sunscreen, Daily Anti-Aging Face Cream with Retinol & Hyaluronic Acid to Fight Fine Lines, Wrinkles, & Dark Spots, 1 fl. oz", "asin": "B004D2C57M", "price": "$21.98", "quantity": ""}, {"title": "Vanicream Vitamin C Serum - Free of Dyes, Fragrance, Masking Fragrance, Lanolin, Parabens & Formaldehyde Releasers - For Sensitive Skin - 1.2 Fl Oz", "asin": "B0BJ4GZTK1", "price": "$15.27", "quantity": ""}, {"title": "The INKEY List 1% Slow Release Retinol Serum Duo, Targets Signs of Aging, Helps Reduce Appearance of Fine Lines and Wrinkles, For All Skin Types, 30ml, 1 fl oz (2 Pack)", "asin": "B0DLW215R6", "price": "$29.98", "quantity": ""}, {"title": "Paula\u2019s Choice 25% Vitamin C Serum with Glutathione & Antioxidants, Improves Discoloration, Uneven Tone & Firms, Fragrance-Free & Paraben-Free, 1 Fl Oz", "asin": "B0CG2KD336", "price": "$65.00", "quantity": ""}, {"title": "CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz", "asin": "B07XJ7XWLW", "price": "$22.97", "quantity": ""}, {"title": "Paula's Choice CLINICAL 1% Retinol Treatment Cream with Peptides, Vitamin C & Licorice Extract, Anti-Aging & Wrinkles", "asin": "B00L5O2ZXK", "price": "$65.00", "quantity": ""}, {"title": "CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz", "asin": "B07XJ7XWLW", "price": "$22.97", "quantity": ""}, {"title": "Cetaphil Face & Body Moisturizer, Hydrating Moisturizing Cream for Dry to Very Dry, Sensitive Skin, NEW 16 oz 2 Pack, Fragrance Free, Non-Comedogenic, Non-Greasy", "asin": "B01H20MA62", "price": "$19.48", "quantity": ""}, {"title": "Kerastase Genesis Bain Nutri-Fortifiant Shampoo - Reduces Breakage, Strengthens & Hydrates Dry Weakened Hair", "asin": "B083JK13DH", "price": "$44.00", "quantity": ""}, {"title": "Advanced Clinicals Retinol Serum For Face \| Visible Anti Aging Retinol Serum Skin Care Face Moisturizer With Vitamin E Helps Improve Look Of Wrinkles, Fine Lines, & Uneven Skin Tone, 1.75 Fl Oz", "asin": "B013RID9WC", "price": "$12.99", "quantity": ""}, {"title": "Cetaphil Face Wash, Hydrating Gentle Skin Cleanser for Dry to Normal Sensitive Skin, NEW 20 oz, Fragrance Free, Soap Free and Non-Foaming", "asin": "B099N3NM61", "price": "$13.44", "quantity": ""}, {"title": "NATURE WELL Clinical Retinol Advanced Moisture Cream for Face, Body, & Hands, Anti Aging, Targets Discoloration, Wrinkles, Sun Damage, Crepey, & Sagging Skin, 16 Oz", "asin": "B01BRU1PVE", "price": "$19.99", "quantity": ""}, {"title": "Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\"", "asin": "B07D37SBHF", "price": "$32.00", "quantity": ""}, {"title": "Olay Smooth & Renew Retinol Face Moisturizer, 2 oz Fragrance Free Night Cream for Fine Lines and Wrinkles with Retinoid Complex, Recyclable Eco Jar Packaging, Value Size", "asin": "B0C442SWJ7", "price": "$22.88", "quantity": ""}, {"title": "InstaNatural Retinol Serum for Face with Niacinamide, Vitamin C, and Hyaluronic Acid, Anti Aging for Firmer Skin, Lines & Wrinkles & Brightening Serum", "asin": "B00Q301WXK", "price": "$15.95", "quantity": ""}, {"title": "Lanc\u00f4me G\u00e9nifique Ultimate Dual Recovery Face Serum- Anti-Aging Serum Visibly Improves Fine Lines, Rough Texture, Plumpness and Even Skintone - with Beta Glucan and, Hyaluronic Acid", "asin": "B0DM3S16NM", "price": "$49.60", "quantity": ""}, {"title": "PURA D'OR 3.3 Oz Retinol Serum For Nighttime - Advanced PM Skin Care Formula - Anti-Aging Wrinkle Reducer for Radiant Skin - Natural Vitamin A & Collagen Booster - Fine Lines Treatment - Travel Size", "asin": "B0CS4P7WJ4", "price": "$14.99", "quantity": ""}, {"title": "City Beauty Advanced Retinol System - 2 Anti-Aging Face Serums - Retinol & Vitamin C - Firm, Smooth & Brighten - Solution for Wrinkles, Dark Spots, & Sagging - Cruelty-Free Skin Care", "asin": "B09V1ZF5W2", "price": "$95.20", "quantity": ""}, {"title": "Elizabeth Arden Mini Besties, Advanced Ceramide and Retinol + HPR Face Serum Capsules, Anti-Aging Travel Size Skincare, Wrinkle Reducing & Firming, 14 Count", "asin": "B0DTQNRMRV", "price": "$14.99", "quantity": ""}, {"title": "Kiehl's Daily Micro-Dose Anti-Aging Retinol Facial Serum, Reduces Wrinkles, Firms Skin, Evens Skin Tone, Youth Renewing & Hydrating Formula, with Retinol & Ceramides, Paraben-free, Fragrance-free", "asin": "B09J1RCWQ2", "price": "$52.00", "quantity": ""} ] } <\|observation_end\|> # Output Format Please provide your response in JSON format within <answer></answer> tags using the following schema: "<answer> { "timestamp": "2025-05-04T15:55:48.968Z", // the timestamp when this action occurs "action": "string", // one of four action: input, click, click_product, purchase "acion_argument": "string", // appropriate value based on action type: input_text, click_type, or product_asin } </answer>" <\|im_end\|> <\|im_start\|>assistant <think>	{ "ground_truth": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "style": "rule" }	{ "answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "index": 2599, "question": "<\|im_start\|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<\|im_end\|>\n<\|im_start\|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <\|memory_start\|> and <\|memory_end\|>), previous actions the customer has taken with timestamps (enclosed between <\|action_start\|> and <\|action_end\|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <\|observation_start\|> and <\|observation_end\|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <\|actionspace_start\|> and <\|actionspace_end\|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<\|actionspace_start\|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: these button or clickable (i.e., click_type) including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<\|actionspace_end\|>\n\n<\|action_start\|>\n{\"timestamp\": \"2025-05-04T15:54:10.872Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK5VDFGZ\"}\n{\"timestamp\": \"2025-05-04T15:54:14.692Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-04T15:54:14.748Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-04T15:55:10.780Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:55:41.330Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<\|action_end\|>\n\n<\|observation_start\|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"price\": \"$12.10\", \"quantity\": \"2\"},\n {\"title\": \"Dove Conditioner Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\", \"asin\": \"B0DK5VDFGZ\", \"price\": \"$7.98\", \"quantity\": \"1\"},\n {\"title\": \"Good Earth Sweet and Spicy All-Natural Caffeine-Free Herbal Tea Bags, 25-Count (Pack of 3)\", \"asin\": \"B00F8LX34G\", \"price\": \"$23.95\", \"quantity\": \"1\"},\n {\"title\": \"Navitas Organics Pomegranate Powder, 8oz. Bag, 45 Servings \\u2014 Organic, Non-GMO, Freeze-Dried, Gluten-Free\", \"asin\": \"B001TNW23U\", \"price\": \"$14.50\", \"quantity\": \"1\"},\n {\"title\": \"Organic Pomegranate Juice Powder, 1 Pound \| 100% Natural Fruit Powder \| Freeze Dried & Cold Pressed \| No Sugar & Additives \| Great Flavor for Drinks, Smoothie, & Beverages \| Non-GMO & Vegan Friendly\", \"asin\": \"B01HN63W4Y\", \"price\": \"$29.95\", \"quantity\": \"1\"},\n {\"title\": \"Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw \| Vitamin C \| Immune Support\", \"asin\": \"B00QMVSN1E\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"FGO Organic Acai Powder, 4oz Resealable Pouch, Freeze Dried Superfood Berry from Brazil, No Sugar & Additives,Great for Drinks, Smoothie, & Beverages, Non-GMO (Pack of 1)\", \"asin\": \"B01BCCYJHE\", \"price\": \"$10.99\", \"quantity\": \"1\"},\n {\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"price\": \"$149.95\", \"quantity\": \"1\"},\n {\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"price\": \"$150.00\", \"quantity\": \"1\"},\n {\"asin\": \"B07WX629B8\"},\n {\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"price\": \"$17.58\", \"quantity\": \"1\"},\n {\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n {\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"price\": \"$7.20\", \"quantity\": \"1\"},\n {\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n {\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"price\": \"$18.99\", \"quantity\": \"1\"},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"price\": \"$1.97\", \"quantity\": \"1\"},\n {\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup \| Hyaluronic Acid \| Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"price\": \"$5.47\", \"quantity\": \"1\"},\n {\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.47\", \"quantity\": \"1\"},\n {\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$16.55\", \"quantity\": \"1\"},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n {\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"price\": \"$31.98\", \"quantity\": \"1\"},\n {\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"price\": \"$41.99\", \"quantity\": \"1\"},\n {\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"price\": \"$49.90\", \"quantity\": \"1\"},\n {\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$29.98\", \"quantity\": \"1\"},\n {\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"price\": \"$69.99\", \"quantity\": \"3\"},\n {\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"price\": \"$49.99\", \"quantity\": \"1\"},\n {\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"price\": \"$74.05\", \"quantity\": \"1\"},\n {\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$33.32\", \"quantity\": \"1\"},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"price\": \"$4.00\", \"quantity\": \"1\"},\n {\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"price\": \"$4.87\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B071HHSMTT\"\n},\n {\n \"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\"\n},\n {\n \"price\": \"$12.10\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Paula's Choice CLINICAL 1% Retinol Treatment Cream with Peptides, Vitamin C & Licorice Extract, Anti-Aging & Wrinkles\", \"asin\": \"B00L5O2ZXK\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Paula's Choice CLINICAL 0.3% Retinol + 2% Bakuchiol Treatment, Anti-Aging Serum for Deep Wrinkles & Fine Lines, Fragrance-Free & Paraben-Free, 1 Ounce\", \"asin\": \"B084GGYHDF\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Advanced Clinicals Retinol Body Lotion & Face Moisturizer \| Visible Anti Aging Skin Care Retinol Body Cream For Women & Men Targets Look Of Fine Lines, Wrinkles, & Crepe Looking Dry Skin, 16 Ounce\", \"asin\": \"B00DI9IIEK\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"La Roche-Posay Hyalu B5 Pure Hyaluronic Acid Serum for Face, Vitamin B5 + Hyaluronic Acid + Madecassoside, Hydrating Serum Visibly Plumps Skin, Sensitive Skin Safe, Anti Aging, Oil-Free\", \"asin\": \"B075VX4QVM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Retinol Serum for Face 2.5%, B5 Resurfacing Retinol Serum with Vitamin C, Vitamin E...\", \"asin\": \"B08QRY56CQ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Rapid Wrinkle Repair Retinol Face Moisturizer with SPF 30 Sunscreen, Daily Anti-Aging Face Cream with Retinol & Hyaluronic Acid to Fight Fine Lines, Wrinkles, & Dark Spots, 1 fl. oz\", \"asin\": \"B004D2C57M\", \"price\": \"$21.98\", \"quantity\": \"\"},\n {\"title\": \"Vanicream Vitamin C Serum - 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Reduces Breakage, Strengthens & Hydrates Dry Weakened Hair\", \"asin\": \"B083JK13DH\", \"price\": \"$44.00\", \"quantity\": \"\"},\n {\"title\": \"Advanced Clinicals Retinol Serum For Face \| Visible Anti Aging Retinol Serum Skin Care Face Moisturizer With Vitamin E Helps Improve Look Of Wrinkles, Fine Lines, & Uneven Skin Tone, 1.75 Fl Oz\", \"asin\": \"B013RID9WC\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Face Wash, Hydrating Gentle Skin Cleanser for Dry to Normal Sensitive Skin, NEW 20 oz, Fragrance Free, Soap Free and Non-Foaming\", \"asin\": \"B099N3NM61\", \"price\": \"$13.44\", \"quantity\": \"\"},\n {\"title\": \"NATURE WELL Clinical Retinol Advanced Moisture Cream for Face, Body, & Hands, Anti Aging, Targets Discoloration, Wrinkles, Sun Damage, Crepey, & Sagging Skin, 16 Oz\", \"asin\": \"B01BRU1PVE\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Olay Smooth & Renew Retinol Face Moisturizer, 2 oz Fragrance Free Night Cream for Fine Lines and Wrinkles with Retinoid Complex, Recyclable Eco Jar Packaging, Value Size\", \"asin\": \"B0C442SWJ7\", \"price\": \"$22.88\", \"quantity\": \"\"},\n {\"title\": \"InstaNatural Retinol Serum for Face with Niacinamide, Vitamin C, and Hyaluronic Acid, Anti Aging for Firmer Skin, Lines & Wrinkles & Brightening Serum\", \"asin\": \"B00Q301WXK\", \"price\": \"$15.95\", \"quantity\": \"\"},\n {\"title\": \"Lanc\\u00f4me G\\u00e9nifique Ultimate Dual Recovery Face Serum- Anti-Aging Serum Visibly Improves Fine Lines, Rough Texture, Plumpness and Even Skintone - with Beta Glucan and, Hyaluronic Acid\", \"asin\": \"B0DM3S16NM\", \"price\": \"$49.60\", \"quantity\": \"\"},\n {\"title\": \"PURA D'OR 3.3 Oz Retinol Serum For Nighttime - Advanced PM Skin Care Formula - Anti-Aging Wrinkle Reducer for Radiant Skin - Natural Vitamin A & Collagen Booster - Fine Lines Treatment - Travel Size\", \"asin\": \"B0CS4P7WJ4\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"City Beauty Advanced Retinol System - 2 Anti-Aging Face Serums - Retinol & Vitamin C - Firm, Smooth & Brighten - Solution for Wrinkles, Dark Spots, & Sagging - Cruelty-Free Skin Care\", \"asin\": \"B09V1ZF5W2\", \"price\": \"$95.20\", \"quantity\": \"\"},\n {\"title\": \"Elizabeth Arden Mini Besties, Advanced Ceramide and Retinol + HPR Face Serum Capsules, Anti-Aging Travel Size Skincare, Wrinkle Reducing & Firming, 14 Count\", \"asin\": \"B0DTQNRMRV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Kiehl's Daily Micro-Dose Anti-Aging Retinol Facial Serum, Reduces Wrinkles, Firms Skin, Evens Skin Tone, Youth Renewing & Hydrating Formula, with Retinol & Ceramides, Paraben-free, Fragrance-free\", \"asin\": \"B09J1RCWQ2\", \"price\": \"$52.00\", \"quantity\": \"\"}\n ]\n}\n<\|observation_end\|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-04T15:55:48.968Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type, or product_asin\n}\n</answer>\"\n\n<\|im_end\|>\n<\|im_start\|>assistant\n<think>\n", "split": "train" }

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