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Action_Asin
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[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"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 {\"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 {\"asin\": \"B07MGKCV5Y\"},\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\": \"2025-05-04T15:55:51.994Z\", // 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
|
2025-05-04T15:55:51.994Z
|
click
|
quantity
|
rule
|
2025-05-04T15:55:51.994Z
|
train
| 2,600 |
2025-05-04T15:55:51.994Z
|
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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "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"},
{"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"},
{"asin": "B07MGKCV5Y"},
{"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": "2025-05-04T15:55:51.994Z", // 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": 2600,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"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 {\"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 {\"asin\": \"B07MGKCV5Y\"},\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\": \"2025-05-04T15:55:51.994Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"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 {\"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 {\"asin\": \"B0CZ7P8JCS\"},\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\": \"2025-05-04T15:55:58.186Z\", // 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
|
2025-05-04T15:55:58.186Z
|
click
|
quantity
|
rule
|
2025-05-04T15:55:58.186Z
|
train
| 2,601 |
2025-05-04T15:55:58.186Z
|
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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "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"},
{"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"},
{"asin": "B0CZ7P8JCS"},
{"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": "2025-05-04T15:55:58.186Z", // 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": 2601,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"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 {\"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 {\"asin\": \"B0CZ7P8JCS\"},\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\": \"2025-05-04T15:55:58.186Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"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 {\"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\": \"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 {\"asin\": \"B0714FV9VY\"},\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\": \"2025-05-04T15:56:00.530Z\", // 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
|
2025-05-04T15:56:00.530Z
|
click
|
quantity
|
rule
|
2025-05-04T15:56:00.530Z
|
train
| 2,602 |
2025-05-04T15:56:00.530Z
|
click
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quantity
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "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"},
{"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": "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"},
{"asin": "B0714FV9VY"},
{"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": "2025-05-04T15:56:00.530Z", // 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": 2602,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"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 {\"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\": \"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 {\"asin\": \"B0714FV9VY\"},\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\": \"2025-05-04T15:56:00.530Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"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 {\"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\": \"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 {\"asin\": \"B08DD6DH6X\"},\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\": \"2025-05-04T15:56:04.532Z\", // 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
|
2025-05-04T15:56:04.532Z
|
click
|
quantity
|
rule
|
2025-05-04T15:56:04.532Z
|
train
| 2,603 |
2025-05-04T15:56:04.532Z
|
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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "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"},
{"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": "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"},
{"asin": "B08DD6DH6X"},
{"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": "2025-05-04T15:56:04.532Z", // 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": 2603,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"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 {\"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\": \"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 {\"asin\": \"B08DD6DH6X\"},\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\": \"2025-05-04T15:56:04.532Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B096KZPRTD\"},\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\": \"2025-05-04T15:56:06.783Z\", // 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
|
2025-05-04T15:56:06.783Z
|
click
|
quantity
|
rule
|
2025-05-04T15:56:06.783Z
|
train
| 2,604 |
2025-05-04T15:56:06.783Z
|
click
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quantity
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "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"},
{"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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "quantity": "1"},
{"asin": "B096KZPRTD"},
{"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": "2025-05-04T15:56:06.783Z", // 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": 2604,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B096KZPRTD\"},\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\": \"2025-05-04T15:56:06.783Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B07MJL8TPK\"},\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\": \"2025-05-04T15:56:08.991Z\", // 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
|
2025-05-04T15:56:08.991Z
|
click
|
quantity
|
rule
|
2025-05-04T15:56:08.991Z
|
train
| 2,605 |
2025-05-04T15:56:08.991Z
|
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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "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"},
{"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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "quantity": "1"},
{"asin": "B07MJL8TPK"},
{"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": "2025-05-04T15:56:08.991Z", // 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": 2605,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B07MJL8TPK\"},\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\": \"2025-05-04T15:56:08.991Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B0D544YGBS\"},\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\": \"2025-05-04T15:56:10.974Z\", // 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
|
2025-05-04T15:56:10.974Z
|
click
|
quantity
|
rule
|
2025-05-04T15:56:10.974Z
|
train
| 2,606 |
2025-05-04T15:56:10.974Z
|
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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "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"},
{"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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "quantity": "1"},
{"asin": "B0D544YGBS"},
{"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": "2025-05-04T15:56:10.974Z", // 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": 2606,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B0D544YGBS\"},\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\": \"2025-05-04T15:56:10.974Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B0CFD2JYRV\"},\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\": \"2025-05-04T15:56:13.224Z\", // 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
|
2025-05-04T15:56:13.224Z
|
click
|
quantity
|
rule
|
2025-05-04T15:56:13.224Z
|
train
| 2,607 |
2025-05-04T15:56:13.224Z
|
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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "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"},
{"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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "quantity": "1"},
{"asin": "B0CFD2JYRV"},
{"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": "2025-05-04T15:56:13.224Z", // 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": 2607,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B0CFD2JYRV\"},\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\": \"2025-05-04T15:56:13.224Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B09LM1588Z\"},\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\": \"2025-05-04T15:56:15.810Z\", // 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
|
2025-05-04T15:56:15.810Z
|
click
|
quantity
|
rule
|
2025-05-04T15:56:15.810Z
|
train
| 2,608 |
2025-05-04T15:56:15.810Z
|
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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "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"},
{"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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "quantity": "1"},
{"asin": "B09LM1588Z"},
{"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": "2025-05-04T15:56:15.810Z", // 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": 2608,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B09LM1588Z\"},\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\": \"2025-05-04T15:56:15.810Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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\": \"2\"},\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\": \"2025-05-04T15:56:18.705Z\", // 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
|
2025-05-04T15:56:18.705Z
|
click
|
quantity
|
rule
|
2025-05-04T15:56:18.705Z
|
train
| 2,609 |
2025-05-04T15:56:18.705Z
|
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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "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"},
{"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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "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": "2"},
{"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": "2025-05-04T15:56:18.705Z", // 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": 2609,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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\": \"2\"},\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\": \"2025-05-04T15:56:18.705Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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\": \"1\"},\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\": \"2025-05-04T15:56:21.925Z\", // 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
|
2025-05-04T15:56:21.925Z
|
click
|
quantity
|
rule
|
2025-05-04T15:56:21.925Z
|
train
| 2,610 |
2025-05-04T15:56:21.925Z
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click
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quantity
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "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"},
{"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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "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": "1"},
{"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": "2025-05-04T15:56:21.925Z", // 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": 2610,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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\": \"1\"},\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\": \"2025-05-04T15:56:21.925Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B0C4PBLS49\"},\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\": \"2025-05-04T15:56:41.712Z\", // 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
|
2025-05-04T15:56:41.712Z
|
click
|
quantity
|
rule
|
2025-05-04T15:56:41.712Z
|
train
| 2,611 |
2025-05-04T15:56:41.712Z
|
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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:21.925Z", "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"},
{"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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "quantity": "1"},
{"asin": "B0C4PBLS49"},
{"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": "2025-05-04T15:56:41.712Z", // 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": 2611,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B0C4PBLS49\"},\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\": \"2025-05-04T15:56:41.712Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B0D793491Q\"},\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\": \"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\": \"2025-05-04T15:56:48.350Z\", // 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
|
2025-05-04T15:56:48.350Z
|
click
|
quantity
|
rule
|
2025-05-04T15:56:48.350Z
|
train
| 2,612 |
2025-05-04T15:56:48.350Z
|
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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:21.925Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:41.712Z", "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"},
{"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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "quantity": "1"},
{"asin": "B0D793491Q"},
{"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": "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": "2025-05-04T15:56:48.350Z", // 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": 2612,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B0D793491Q\"},\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\": \"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\": \"2025-05-04T15:56:48.350Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B08PJQ3MWB\"},\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\": \"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\": \"2025-05-04T15:56:50.419Z\", // 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
|
2025-05-04T15:56:50.419Z
|
click
|
quantity
|
rule
|
2025-05-04T15:56:50.419Z
|
train
| 2,613 |
2025-05-04T15:56:50.419Z
|
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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:21.925Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:41.712Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:48.350Z", "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"},
{"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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "quantity": "1"},
{"asin": "B08PJQ3MWB"},
{"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": "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": "2025-05-04T15:56:50.419Z", // 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": 2613,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B08PJQ3MWB\"},\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\": \"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\": \"2025-05-04T15:56:50.419Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B09LM1588Z\"},\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\": \"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 ]\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\": \"2025-05-04T15:57:19.051Z\", // 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
|
2025-05-04T15:57:19.051Z
|
click
|
cart_side_bar
|
rule
|
2025-05-04T15:57:19.051Z
|
train
| 2,614 |
2025-05-04T15:57:19.051Z
|
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"}
{"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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:21.925Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:41.712Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:48.350Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:50.419Z", "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"},
{"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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "quantity": "1"},
{"asin": "B09LM1588Z"},
{"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": "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": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-04T15:57:19.051Z", // 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": 2614,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"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 {\"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n {\"asin\": \"B09LM1588Z\"},\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\": \"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 ]\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\": \"2025-05-04T15:57:19.051Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"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\": \"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\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"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 {\"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 {\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$15.68\", \"quantity\": \"\"},\n {\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Foaming Facial Cleanser, Daily Face Wash for Oily Skin, Hyaluronic Acid + Ceramides + Niacinamide, Fragrance Free & Paraben Free, Non-Drying Oil Control Face Wash, 16 Fluid Ounces\", \"asin\": \"B01N1LL62W\", \"price\": \"$13.93\", \"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\": \"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\": \"OGX Renewing + Argan Oil of Morocco Conditioner, Repair Conditioner & Argan Oil Helps Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz\", \"asin\": \"B008G8G4KI\", \"price\": \"$12.28\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Apple Cider Vinegar Clarifying Shampoo, Shine Enhancing, 12 fl oz\", \"asin\": \"B07HMVMTN6\", \"price\": \"$8.12\", \"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\": \"Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ\", \"asin\": \"/promo/A7YJU7IDV8R82\", \"price\": \"$12.97\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 Fri, May 9 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 5 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 Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord 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\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 5 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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 Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Two-Day FREE delivery Tue, May 6\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 {\"asin\": \"B0CK9QNYZW\", \"options\": []},\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\": \"$11.04\", \"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\": \"2025-05-04T15:57:53.030Z\", // 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
|
2025-05-04T15:57:53.030Z
|
click_product
|
B00TTD9BRC
|
rule
|
2025-05-04T15:57:53.030Z
|
train
| 2,615 |
2025-05-04T15:57:53.030Z
|
click_product
|
B00TTD9BRC
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:21.925Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:41.712Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:48.350Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:50.419Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:57:19.051Z", "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": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "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": ""},
{"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": ""},
{"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$15.68", "quantity": ""},
{"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Foaming Facial Cleanser, Daily Face Wash for Oily Skin, Hyaluronic Acid + Ceramides + Niacinamide, Fragrance Free & Paraben Free, Non-Drying Oil Control Face Wash, 16 Fluid Ounces", "asin": "B01N1LL62W", "price": "$13.93", "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": "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": "OGX Renewing + Argan Oil of Morocco Conditioner, Repair Conditioner & Argan Oil Helps Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz", "asin": "B008G8G4KI", "price": "$12.28", "quantity": ""},
{"title": "Aveeno Apple Cider Vinegar Clarifying Shampoo, Shine Enhancing, 12 fl oz", "asin": "B07HMVMTN6", "price": "$8.12", "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": "Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ", "asin": "/promo/A7YJU7IDV8R82", "price": "$12.97", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": false, "options": []},
{"title": "Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw | Vitamin C | Immune Support", "asin": "B00QMVSN1E", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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 Fri, May 9 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 5 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 Tue, May 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Bungee Cord 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", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "delivery": "One-Day FREE delivery Tomorrow, May 5 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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 Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "19 Ounce"}]},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "delivery": "Two-Day FREE delivery Tue, May 6", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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)"}]},
{"asin": "B0CK9QNYZW", "options": []},
{"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": "$11.04", "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": "2025-05-04T15:57:53.030Z", // 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>B00TTD9BRC</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B00TTD9BRC</answer_argument>",
"index": 2615,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"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\": \"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\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"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 {\"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 {\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$15.68\", \"quantity\": \"\"},\n {\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Foaming Facial Cleanser, Daily Face Wash for Oily Skin, Hyaluronic Acid + Ceramides + Niacinamide, Fragrance Free & Paraben Free, Non-Drying Oil Control Face Wash, 16 Fluid Ounces\", \"asin\": \"B01N1LL62W\", \"price\": \"$13.93\", \"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\": \"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\": \"OGX Renewing + Argan Oil of Morocco Conditioner, Repair Conditioner & Argan Oil Helps Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz\", \"asin\": \"B008G8G4KI\", \"price\": \"$12.28\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Apple Cider Vinegar Clarifying Shampoo, Shine Enhancing, 12 fl oz\", \"asin\": \"B07HMVMTN6\", \"price\": \"$8.12\", \"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\": \"Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ\", \"asin\": \"/promo/A7YJU7IDV8R82\", \"price\": \"$12.97\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 Fri, May 9 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 5 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 Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord 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\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 5 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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 Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Two-Day FREE delivery Tue, May 6\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 {\"asin\": \"B0CK9QNYZW\", \"options\": []},\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\": \"$11.04\", \"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\": \"2025-05-04T15:57:53.030Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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\": \"B00TTD9BRC\"\n},\n {\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\"\n},\n {\n \"price\": \"$17.47\"\n},\n {\n \"bullet_list\": \"[ HYALURONIC ACID MOISTURIZER ] With hyaluronic acid, ceramides and MVE technology for 24 hour hydration. Rich, velvety texture that leaves skin feeling smooth, it is absorbed quickly for softened skin without greasy, sticky, feel. [ MOISTURIZER FOR DRY SKIN ] A deficiency of ceramides in skin can often be associated with dry skin, which can feel itchy and look flaky. CeraVe Moisturizing Cream is formulated with three essential ceramides & hyaluronic acid. [ GENTLE DAILY MOISTURIZER ] For face and body or can be used as a hand cream for dry skin relief. Holds National Eczema Association (NEA) Seal of Acceptance. Fragrance free, paraben free, allergy-tested, and non-comedogenic. [ 3 ESSENTIAL CERAMIDES ] Ceramides are found naturally in the skin and make up 50% of the lipids in the skin barrier. All CeraVe products are formulated with three essential ceramides (1, 3, 6-II) to help maintain the skin\\u2019s natural barrier. [ DEVELOPED WITH DERMATOLOGISTS ] CeraVe Skincare is developed with dermatologists and has products suitable for dry skin, sensitive skin, oily skin, acne-prone, and more.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"19 Ounce\"\n}\n ],\n \"promotion_items\": [\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\": \"Eucerin Eczema Relief Cream Body Wash, Eczema Body Wash with Colloidal Oatmeal, Ceramide-3 and Licorice Root Extract, 13.5 Fl Oz Bottle\", \"asin\": \"B08BB5XH8J\", \"price\": \"$16.26\", \"quantity\": \"\"},\n {\"title\": \"L'Oreal Paris Revitalift Triple Power Anti-Aging Face Moisturizer, Pro Retinol, Hyaluronic Acid & Vitamin C, Reduce Wrinkles 2.55 Oz\", \"asin\": \"B07TYY18QX\", \"price\": \"$39.74\", \"quantity\": \"\"},\n {\"title\": \"Olay Complete+ Rich Moisturizing Cream Fragrance-Free, 8.5 OZ, 3-in-1 Hydrating Face Cream for Dry Skin with Vitamin B3, Vitamin E, and Ceramides\", \"asin\": \"B0CPKXMLV7\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Face & Body Moisturizer, Hydrating Moisturizing Cream for Dry to Very Dry, Sensitive Skin, NEW 3 oz Pack of 3, Fragrance Free, Non-Comedogenic, Non-Greasy\", \"asin\": \"B09FCNKYJJ\", \"price\": \"$16.41\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Advanced Radiance Cream with Shea Butter, 6 oz, For Dry, Dull Skin, More Radiant Skin, 48 Hour Hydration, All Skin Tones & Types, Hypoallergenic, Fragrance Free\", \"asin\": \"B093VNWP94\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Healing Ointment, 12 oz, For Dry, Chapped, Irritated Skin, Heals and Protects, Soothes Cracked Hands and Chapped Lips, Hypoallergenic, Fragrance Free\", \"asin\": \"B093VTDCCR\", \"price\": \"$13.66\", \"quantity\": \"\"},\n {\"title\": \"Doctor Rogers Face Cream Moisturizer: Hydrating Facial Cream. With Niacinamide, Shea Butter & Squalane. Anti-Aging & Moisturizing Lotion. Suitable for Sensitive & Dry Skin, 1.7 Ounce (50ml)\", \"asin\": \"B0CM7X1WTD\", \"price\": \"$78.00\", \"quantity\": \"\"},\n {\"title\": \"Olay Complete+ Rich Moisturizing Cream Fragrance-Free, 8.5 OZ, 3-in-1 Hydrating Face Cream for Dry Skin with Vitamin B3, Vitamin E, and Ceramides\", \"asin\": \"B0CPKXMLV7\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Healing Ointment, 12 oz, For Dry, Chapped, Irritated Skin, Heals and Protects, Soothes Cracked Hands and Chapped Lips, Hypoallergenic, Fragrance Free\", \"asin\": \"B093VTDCCR\", \"price\": \"$13.66\", \"quantity\": \"\"},\n {\"title\": \"belif Moisturizing Bomb \\u2013 Daily Ceramide Moisturizer with Peptide & Squalane, 48hr Hydration & Anti-Aging Cream, Milky & Lightweight, Restores Skin Barrier, Korean Skincare, 1.68 fl oz (50ml)\", \"asin\": \"B0CRSHNJKZ\", \"price\": \"$32.30\", \"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\": \"L'Oreal Paris Revitalift Triple Power Anti-Aging Face Moisturizer, Fragrance Free, Pro Retinol, Hyaluronic Acid & Vitamin C to Reduce Wrinkles, Firm & Brighten Skin, 2.55 Oz\", \"asin\": \"B07TTLVCYK\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"U Beauty The SUPER Hydrator - Mega-Dose Skin Hydrator and Hyaluronic Acid Moisturizing Cream with Peptides and Grapeseed Oil for Supple, Smooth, and Softer-Looking Skin For Up To 48 Hours - 0.5 fl oz\", \"asin\": \"B08GQCF8X2\", \"price\": \"$68.00\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\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\"},\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\"},\n {\"title\": \"CeraVe Moisturizing Cream with Salicylic Acid, Exfoliating Body Cream with Lactic & Hyaluronic Acid, Niacinamide, and Ceramides, Fragrance Free & Allergy Tested, 12 Ounce\", \"asin\": \"B00D7BZNT2\", \"price\": \"$21.82\"},\n {\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$15.68\"},\n {\"title\": \"ROSEHIP OIL HYDRATION FACE CREAM for Normal, Dry, Sensitive Skin Moisturized and Nourished 4 Fl. oz. - 120 ml by Botanical Brauty\", \"asin\": \"B075HZ2Z8Z\", \"price\": \"$18.95\"},\n {\"title\": \"Moisturizing Cream Interchangeable Multi-Pack, 16 oz Jar with Pump + 16 oz Jar\", \"asin\": \"B0DP1RNWZJ\", \"price\": \"$39.99\"}\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\": \"2025-05-04T15:58:14.106Z\", // 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
|
2025-05-04T15:58:14.106Z
|
click
|
cart_side_bar
|
rule
|
2025-05-04T15:58:14.106Z
|
train
| 2,616 |
2025-05-04T15:58:14.106Z
|
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"}
{"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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:21.925Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:41.712Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:48.350Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:50.419Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:57:19.051Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:57:53.030Z", "action": "click_product", "action_argument": "B00TTD9BRC"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "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": "B00TTD9BRC"
},
{
"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"
},
{
"price": "$17.47"
},
{
"bullet_list": "[ HYALURONIC ACID MOISTURIZER ] With hyaluronic acid, ceramides and MVE technology for 24 hour hydration. Rich, velvety texture that leaves skin feeling smooth, it is absorbed quickly for softened skin without greasy, sticky, feel. [ MOISTURIZER FOR DRY SKIN ] A deficiency of ceramides in skin can often be associated with dry skin, which can feel itchy and look flaky. CeraVe Moisturizing Cream is formulated with three essential ceramides & hyaluronic acid. [ GENTLE DAILY MOISTURIZER ] For face and body or can be used as a hand cream for dry skin relief. Holds National Eczema Association (NEA) Seal of Acceptance. Fragrance free, paraben free, allergy-tested, and non-comedogenic. [ 3 ESSENTIAL CERAMIDES ] Ceramides are found naturally in the skin and make up 50% of the lipids in the skin barrier. All CeraVe products are formulated with three essential ceramides (1, 3, 6-II) to help maintain the skin\u2019s natural barrier. [ DEVELOPED WITH DERMATOLOGISTS ] CeraVe Skincare is developed with dermatologists and has products suitable for dry skin, sensitive skin, oily skin, acne-prone, and more."
}
],
"product_quantity": [
{
"quantity": "1 "
},
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "19 Ounce"
}
],
"promotion_items": [
{"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": "Eucerin Eczema Relief Cream Body Wash, Eczema Body Wash with Colloidal Oatmeal, Ceramide-3 and Licorice Root Extract, 13.5 Fl Oz Bottle", "asin": "B08BB5XH8J", "price": "$16.26", "quantity": ""},
{"title": "L'Oreal Paris Revitalift Triple Power Anti-Aging Face Moisturizer, Pro Retinol, Hyaluronic Acid & Vitamin C, Reduce Wrinkles 2.55 Oz", "asin": "B07TYY18QX", "price": "$39.74", "quantity": ""},
{"title": "Olay Complete+ Rich Moisturizing Cream Fragrance-Free, 8.5 OZ, 3-in-1 Hydrating Face Cream for Dry Skin with Vitamin B3, Vitamin E, and Ceramides", "asin": "B0CPKXMLV7", "price": "$13.99", "quantity": ""},
{"title": "Cetaphil Face & Body Moisturizer, Hydrating Moisturizing Cream for Dry to Very Dry, Sensitive Skin, NEW 3 oz Pack of 3, Fragrance Free, Non-Comedogenic, Non-Greasy", "asin": "B09FCNKYJJ", "price": "$16.41", "quantity": ""},
{"title": "Cetaphil Advanced Radiance Cream with Shea Butter, 6 oz, For Dry, Dull Skin, More Radiant Skin, 48 Hour Hydration, All Skin Tones & Types, Hypoallergenic, Fragrance Free", "asin": "B093VNWP94", "price": "$6.99", "quantity": ""},
{"title": "Cetaphil Healing Ointment, 12 oz, For Dry, Chapped, Irritated Skin, Heals and Protects, Soothes Cracked Hands and Chapped Lips, Hypoallergenic, Fragrance Free", "asin": "B093VTDCCR", "price": "$13.66", "quantity": ""},
{"title": "Doctor Rogers Face Cream Moisturizer: Hydrating Facial Cream. With Niacinamide, Shea Butter & Squalane. Anti-Aging & Moisturizing Lotion. Suitable for Sensitive & Dry Skin, 1.7 Ounce (50ml)", "asin": "B0CM7X1WTD", "price": "$78.00", "quantity": ""},
{"title": "Olay Complete+ Rich Moisturizing Cream Fragrance-Free, 8.5 OZ, 3-in-1 Hydrating Face Cream for Dry Skin with Vitamin B3, Vitamin E, and Ceramides", "asin": "B0CPKXMLV7", "price": "$13.99", "quantity": ""},
{"title": "Cetaphil Healing Ointment, 12 oz, For Dry, Chapped, Irritated Skin, Heals and Protects, Soothes Cracked Hands and Chapped Lips, Hypoallergenic, Fragrance Free", "asin": "B093VTDCCR", "price": "$13.66", "quantity": ""},
{"title": "belif Moisturizing Bomb \u2013 Daily Ceramide Moisturizer with Peptide & Squalane, 48hr Hydration & Anti-Aging Cream, Milky & Lightweight, Restores Skin Barrier, Korean Skincare, 1.68 fl oz (50ml)", "asin": "B0CRSHNJKZ", "price": "$32.30", "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": "L'Oreal Paris Revitalift Triple Power Anti-Aging Face Moisturizer, Fragrance Free, Pro Retinol, Hyaluronic Acid & Vitamin C to Reduce Wrinkles, Firm & Brighten Skin, 2.55 Oz", "asin": "B07TTLVCYK", "price": "$35.99", "quantity": ""},
{"title": "U Beauty The SUPER Hydrator - Mega-Dose Skin Hydrator and Hyaluronic Acid Moisturizing Cream with Peptides and Grapeseed Oil for Supple, Smooth, and Softer-Looking Skin For Up To 48 Hours - 0.5 fl oz", "asin": "B08GQCF8X2", "price": "$68.00", "quantity": ""}
],
"comparison_items": [
{"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"},
{"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"},
{"title": "CeraVe Moisturizing Cream with Salicylic Acid, Exfoliating Body Cream with Lactic & Hyaluronic Acid, Niacinamide, and Ceramides, Fragrance Free & Allergy Tested, 12 Ounce", "asin": "B00D7BZNT2", "price": "$21.82"},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$15.68"},
{"title": "ROSEHIP OIL HYDRATION FACE CREAM for Normal, Dry, Sensitive Skin Moisturized and Nourished 4 Fl. oz. - 120 ml by Botanical Brauty", "asin": "B075HZ2Z8Z", "price": "$18.95"},
{"title": "Moisturizing Cream Interchangeable Multi-Pack, 16 oz Jar with Pump + 16 oz Jar", "asin": "B0DP1RNWZJ", "price": "$39.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-04T15:58:14.106Z", // 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": 2616,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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\": \"B00TTD9BRC\"\n},\n {\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\"\n},\n {\n \"price\": \"$17.47\"\n},\n {\n \"bullet_list\": \"[ HYALURONIC ACID MOISTURIZER ] With hyaluronic acid, ceramides and MVE technology for 24 hour hydration. Rich, velvety texture that leaves skin feeling smooth, it is absorbed quickly for softened skin without greasy, sticky, feel. [ MOISTURIZER FOR DRY SKIN ] A deficiency of ceramides in skin can often be associated with dry skin, which can feel itchy and look flaky. CeraVe Moisturizing Cream is formulated with three essential ceramides & hyaluronic acid. [ GENTLE DAILY MOISTURIZER ] For face and body or can be used as a hand cream for dry skin relief. Holds National Eczema Association (NEA) Seal of Acceptance. Fragrance free, paraben free, allergy-tested, and non-comedogenic. [ 3 ESSENTIAL CERAMIDES ] Ceramides are found naturally in the skin and make up 50% of the lipids in the skin barrier. All CeraVe products are formulated with three essential ceramides (1, 3, 6-II) to help maintain the skin\\u2019s natural barrier. [ DEVELOPED WITH DERMATOLOGISTS ] CeraVe Skincare is developed with dermatologists and has products suitable for dry skin, sensitive skin, oily skin, acne-prone, and more.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"19 Ounce\"\n}\n ],\n \"promotion_items\": [\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\": \"Eucerin Eczema Relief Cream Body Wash, Eczema Body Wash with Colloidal Oatmeal, Ceramide-3 and Licorice Root Extract, 13.5 Fl Oz Bottle\", \"asin\": \"B08BB5XH8J\", \"price\": \"$16.26\", \"quantity\": \"\"},\n {\"title\": \"L'Oreal Paris Revitalift Triple Power Anti-Aging Face Moisturizer, Pro Retinol, Hyaluronic Acid & Vitamin C, Reduce Wrinkles 2.55 Oz\", \"asin\": \"B07TYY18QX\", \"price\": \"$39.74\", \"quantity\": \"\"},\n {\"title\": \"Olay Complete+ Rich Moisturizing Cream Fragrance-Free, 8.5 OZ, 3-in-1 Hydrating Face Cream for Dry Skin with Vitamin B3, Vitamin E, and Ceramides\", \"asin\": \"B0CPKXMLV7\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Face & Body Moisturizer, Hydrating Moisturizing Cream for Dry to Very Dry, Sensitive Skin, NEW 3 oz Pack of 3, Fragrance Free, Non-Comedogenic, Non-Greasy\", \"asin\": \"B09FCNKYJJ\", \"price\": \"$16.41\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Advanced Radiance Cream with Shea Butter, 6 oz, For Dry, Dull Skin, More Radiant Skin, 48 Hour Hydration, All Skin Tones & Types, Hypoallergenic, Fragrance Free\", \"asin\": \"B093VNWP94\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Healing Ointment, 12 oz, For Dry, Chapped, Irritated Skin, Heals and Protects, Soothes Cracked Hands and Chapped Lips, Hypoallergenic, Fragrance Free\", \"asin\": \"B093VTDCCR\", \"price\": \"$13.66\", \"quantity\": \"\"},\n {\"title\": \"Doctor Rogers Face Cream Moisturizer: Hydrating Facial Cream. With Niacinamide, Shea Butter & Squalane. Anti-Aging & Moisturizing Lotion. Suitable for Sensitive & Dry Skin, 1.7 Ounce (50ml)\", \"asin\": \"B0CM7X1WTD\", \"price\": \"$78.00\", \"quantity\": \"\"},\n {\"title\": \"Olay Complete+ Rich Moisturizing Cream Fragrance-Free, 8.5 OZ, 3-in-1 Hydrating Face Cream for Dry Skin with Vitamin B3, Vitamin E, and Ceramides\", \"asin\": \"B0CPKXMLV7\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Cetaphil Healing Ointment, 12 oz, For Dry, Chapped, Irritated Skin, Heals and Protects, Soothes Cracked Hands and Chapped Lips, Hypoallergenic, Fragrance Free\", \"asin\": \"B093VTDCCR\", \"price\": \"$13.66\", \"quantity\": \"\"},\n {\"title\": \"belif Moisturizing Bomb \\u2013 Daily Ceramide Moisturizer with Peptide & Squalane, 48hr Hydration & Anti-Aging Cream, Milky & Lightweight, Restores Skin Barrier, Korean Skincare, 1.68 fl oz (50ml)\", \"asin\": \"B0CRSHNJKZ\", \"price\": \"$32.30\", \"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\": \"L'Oreal Paris Revitalift Triple Power Anti-Aging Face Moisturizer, Fragrance Free, Pro Retinol, Hyaluronic Acid & Vitamin C to Reduce Wrinkles, Firm & Brighten Skin, 2.55 Oz\", \"asin\": \"B07TTLVCYK\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"U Beauty The SUPER Hydrator - Mega-Dose Skin Hydrator and Hyaluronic Acid Moisturizing Cream with Peptides and Grapeseed Oil for Supple, Smooth, and Softer-Looking Skin For Up To 48 Hours - 0.5 fl oz\", \"asin\": \"B08GQCF8X2\", \"price\": \"$68.00\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\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\"},\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\"},\n {\"title\": \"CeraVe Moisturizing Cream with Salicylic Acid, Exfoliating Body Cream with Lactic & Hyaluronic Acid, Niacinamide, and Ceramides, Fragrance Free & Allergy Tested, 12 Ounce\", \"asin\": \"B00D7BZNT2\", \"price\": \"$21.82\"},\n {\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$15.68\"},\n {\"title\": \"ROSEHIP OIL HYDRATION FACE CREAM for Normal, Dry, Sensitive Skin Moisturized and Nourished 4 Fl. oz. - 120 ml by Botanical Brauty\", \"asin\": \"B075HZ2Z8Z\", \"price\": \"$18.95\"},\n {\"title\": \"Moisturizing Cream Interchangeable Multi-Pack, 16 oz Jar with Pump + 16 oz Jar\", \"asin\": \"B0DP1RNWZJ\", \"price\": \"$39.99\"}\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\": \"2025-05-04T15:58:14.106Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"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\": \"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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\": \"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\": \"B00L5O31VK\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"The Ordinary Vitamin C Suspension 23% + Hyaluronic Acid Spheres 2%, Serum with Pure L-Ascorbic Acid\", \"asin\": \"B0DN6R27R3\", \"price\": \"$16.20\", \"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\": \"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\": \"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 {\"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\": \"Neutrogena Rapid Wrinkle Repair Retinol Face Moisturizer, Daily Anti-Aging Face Cream with Retinol & Hyaluronic Acid to Fight Fine Lines, Wrinkles, & Dark Spots, 1.7 oz\", \"asin\": \"B01HOHBS6G\", \"price\": \"$29.48\", \"quantity\": \"\"},\n {\"title\": \"Retinol 2% in Squalane Serum For Face, 30ML Anti Aging Retinol Serum For Fine Lines...\", \"asin\": \"B0CXF186XR\", \"price\": \"$7.99\", \"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\": \"Premium 20% Vitamin C Serum For Face with Hyaluronic Acid, Retinol & Amino Acids - ...\", \"asin\": \"B0BNBF4LZR\", \"price\": \"$9.99\", \"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\": \"Paula's Choice CLINICAL 1% Retinol Treatment Cream with Peptides, Vitamin C & Licorice Extract, Anti-Aging & Wrinkles\", \"asin\": \"B00L5O31VK\", \"price\": \"$15.00\", \"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 ]\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\": \"2025-05-04T15:58:31.366Z\", // 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
|
2025-05-04T15:58:31.366Z
|
click
|
cart_side_bar
|
rule
|
2025-05-04T15:58:31.366Z
|
train
| 2,617 |
2025-05-04T15:58:31.366Z
|
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"}
{"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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:21.925Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:41.712Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:48.350Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:50.419Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:57:19.051Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:57:53.030Z", "action": "click_product", "action_argument": "B00TTD9BRC"}
{"timestamp": "2025-05-04T15:58:14.106Z", "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": "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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "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": "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": "B00L5O31VK", "price": "$15.00", "quantity": ""},
{"title": "The Ordinary Vitamin C Suspension 23% + Hyaluronic Acid Spheres 2%, Serum with Pure L-Ascorbic Acid", "asin": "B0DN6R27R3", "price": "$16.20", "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": "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": "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": ""},
{"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": "Neutrogena Rapid Wrinkle Repair Retinol Face Moisturizer, Daily Anti-Aging Face Cream with Retinol & Hyaluronic Acid to Fight Fine Lines, Wrinkles, & Dark Spots, 1.7 oz", "asin": "B01HOHBS6G", "price": "$29.48", "quantity": ""},
{"title": "Retinol 2% in Squalane Serum For Face, 30ML Anti Aging Retinol Serum For Fine Lines...", "asin": "B0CXF186XR", "price": "$7.99", "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": "Premium 20% Vitamin C Serum For Face with Hyaluronic Acid, Retinol & Amino Acids - ...", "asin": "B0BNBF4LZR", "price": "$9.99", "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": "Paula's Choice CLINICAL 1% Retinol Treatment Cream with Peptides, Vitamin C & Licorice Extract, Anti-Aging & Wrinkles", "asin": "B00L5O31VK", "price": "$15.00", "quantity": ""},
{"title": "Retinol Serum for Face 2.5%, B5 Resurfacing Retinol Serum with Vitamin C, Vitamin E...", "asin": "B08QRY56CQ", "price": "$9.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-04T15:58:31.366Z", // 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": 2617,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"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\": \"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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\": \"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\": \"B00L5O31VK\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"The Ordinary Vitamin C Suspension 23% + Hyaluronic Acid Spheres 2%, Serum with Pure L-Ascorbic Acid\", \"asin\": \"B0DN6R27R3\", \"price\": \"$16.20\", \"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\": \"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\": \"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 {\"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\": \"Neutrogena Rapid Wrinkle Repair Retinol Face Moisturizer, Daily Anti-Aging Face Cream with Retinol & Hyaluronic Acid to Fight Fine Lines, Wrinkles, & Dark Spots, 1.7 oz\", \"asin\": \"B01HOHBS6G\", \"price\": \"$29.48\", \"quantity\": \"\"},\n {\"title\": \"Retinol 2% in Squalane Serum For Face, 30ML Anti Aging Retinol Serum For Fine Lines...\", \"asin\": \"B0CXF186XR\", \"price\": \"$7.99\", \"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\": \"Premium 20% Vitamin C Serum For Face with Hyaluronic Acid, Retinol & Amino Acids - ...\", \"asin\": \"B0BNBF4LZR\", \"price\": \"$9.99\", \"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\": \"Paula's Choice CLINICAL 1% Retinol Treatment Cream with Peptides, Vitamin C & Licorice Extract, Anti-Aging & Wrinkles\", \"asin\": \"B00L5O31VK\", \"price\": \"$15.00\", \"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 ]\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\": \"2025-05-04T15:58:31.366Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"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\": \"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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\": \"Living proof Perfect hair Day Conditioner, Hydrating Conditioner for Women, Strengthens & Enhances Shine\", \"asin\": \"B0DS6GL7RW\", \"price\": \"$67.00\", \"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\": \"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\": \"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\": \"L'ANZA Healing Moisture Kukui Nut Conditioner, Rich Moisturizing Conditioner For Dry, Damaged Hair, Anti Frizz Treatment, Boosts Hydration & Strengthens, For All Hair Types\", \"asin\": \"B000LWOW38\", \"price\": \"$71.00\", \"quantity\": \"\"},\n {\"title\": \"Rahua Enchanted Island Hair Conditioner with Biotin, 9.3 Fl Oz, Supports Strength, Hair Growth & Shine, All Hair Types, Vitamin C, E, A, B6, Coconut Guava Scent, Nourishing Hair Care for Men and Women\", \"asin\": \"B0B34Z9GS3\", \"price\": \"$38.00\", \"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\": \"L'ANZA Healing Moisture Kukui Nut Conditioner, Rich Moisturizing Conditioner For Dry, Damaged Hair, Anti Frizz Treatment, Boosts Hydration & Strengthens, For All Hair Types\", \"asin\": \"B000LWOW38\", \"price\": \"$71.00\", \"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\": \"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\": \"Pure Moisture Conditioner - Olive Butter & Peppermint Oil\", \"asin\": \"B07BRXZ8VH\", \"price\": \"$42.00\", \"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\": \"OUAI Thick Hair Conditioner Refill - Moisturizing Conditioner for Dry, Frizzy Hair - Keratin, Marshmallow Root, Shea Butter and Avocado Oil - Paraben, Phthalate and Sulfate Free Hair Care (32 Oz)\", \"asin\": \"B084BVV25L\", \"price\": \"$64.00\", \"quantity\": \"\"},\n {\"title\": \"Aluram Coconut Water Daily Conditioner for Men and Women, Clean Hydration and Shine for All Hair Types\", \"asin\": \"B07XC8HP22\", \"price\": \"$38.00\", \"quantity\": \"\"},\n {\"title\": \"ATTITUDE Moisture Rich Hair Conditioner, For Dry and Damaged Hair, Naturally Derived Ingredients, Vegan Detangler, Dermatologiocally Tested, Quinoa and Jojoba, 8 Fl Oz\", \"asin\": \"B01M4IM7Y5\", \"price\": \"$12.95\", \"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\": \"VIRTUE Full Volumizing Conditioner Thickens Hair Safe for All Types Sulfate Free Color\", \"asin\": \"B07NLHP3W1\", \"price\": \"$37.40\", \"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}\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\": \"2025-05-04T15:58:53.230Z\", // 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
|
2025-05-04T15:58:53.230Z
|
click
|
quantity
|
rule
|
2025-05-04T15:58:53.230Z
|
train
| 2,618 |
2025-05-04T15:58:53.230Z
|
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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:21.925Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:41.712Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:48.350Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:50.419Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:57:19.051Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:57:53.030Z", "action": "click_product", "action_argument": "B00TTD9BRC"}
{"timestamp": "2025-05-04T15:58:14.106Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:31.366Z", "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": "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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "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": "Living proof Perfect hair Day Conditioner, Hydrating Conditioner for Women, Strengthens & Enhances Shine", "asin": "B0DS6GL7RW", "price": "$67.00", "quantity": ""},
{"title": "Dove Calming Moisture Body Wash 3% renewing serum with retinol & chamomile 18.5 Fl Oz", "asin": "B0DNTZ2TGN", "price": "$9.97", "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": "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": "L'ANZA Healing Moisture Kukui Nut Conditioner, Rich Moisturizing Conditioner For Dry, Damaged Hair, Anti Frizz Treatment, Boosts Hydration & Strengthens, For All Hair Types", "asin": "B000LWOW38", "price": "$71.00", "quantity": ""},
{"title": "Rahua Enchanted Island Hair Conditioner with Biotin, 9.3 Fl Oz, Supports Strength, Hair Growth & Shine, All Hair Types, Vitamin C, E, A, B6, Coconut Guava Scent, Nourishing Hair Care for Men and Women", "asin": "B0B34Z9GS3", "price": "$38.00", "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": "L'ANZA Healing Moisture Kukui Nut Conditioner, Rich Moisturizing Conditioner For Dry, Damaged Hair, Anti Frizz Treatment, Boosts Hydration & Strengthens, For All Hair Types", "asin": "B000LWOW38", "price": "$71.00", "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": "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": "Pure Moisture Conditioner - Olive Butter & Peppermint Oil", "asin": "B07BRXZ8VH", "price": "$42.00", "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": "OUAI Thick Hair Conditioner Refill - Moisturizing Conditioner for Dry, Frizzy Hair - Keratin, Marshmallow Root, Shea Butter and Avocado Oil - Paraben, Phthalate and Sulfate Free Hair Care (32 Oz)", "asin": "B084BVV25L", "price": "$64.00", "quantity": ""},
{"title": "Aluram Coconut Water Daily Conditioner for Men and Women, Clean Hydration and Shine for All Hair Types", "asin": "B07XC8HP22", "price": "$38.00", "quantity": ""},
{"title": "ATTITUDE Moisture Rich Hair Conditioner, For Dry and Damaged Hair, Naturally Derived Ingredients, Vegan Detangler, Dermatologiocally Tested, Quinoa and Jojoba, 8 Fl Oz", "asin": "B01M4IM7Y5", "price": "$12.95", "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": "VIRTUE Full Volumizing Conditioner Thickens Hair Safe for All Types Sulfate Free Color", "asin": "B07NLHP3W1", "price": "$37.40", "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": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-04T15:58:53.230Z", // 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": 2618,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"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\": \"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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\": \"Living proof Perfect hair Day Conditioner, Hydrating Conditioner for Women, Strengthens & Enhances Shine\", \"asin\": \"B0DS6GL7RW\", \"price\": \"$67.00\", \"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\": \"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\": \"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\": \"L'ANZA Healing Moisture Kukui Nut Conditioner, Rich Moisturizing Conditioner For Dry, Damaged Hair, Anti Frizz Treatment, Boosts Hydration & Strengthens, For All Hair Types\", \"asin\": \"B000LWOW38\", \"price\": \"$71.00\", \"quantity\": \"\"},\n {\"title\": \"Rahua Enchanted Island Hair Conditioner with Biotin, 9.3 Fl Oz, Supports Strength, Hair Growth & Shine, All Hair Types, Vitamin C, E, A, B6, Coconut Guava Scent, Nourishing Hair Care for Men and Women\", \"asin\": \"B0B34Z9GS3\", \"price\": \"$38.00\", \"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\": \"L'ANZA Healing Moisture Kukui Nut Conditioner, Rich Moisturizing Conditioner For Dry, Damaged Hair, Anti Frizz Treatment, Boosts Hydration & Strengthens, For All Hair Types\", \"asin\": \"B000LWOW38\", \"price\": \"$71.00\", \"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\": \"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\": \"Pure Moisture Conditioner - Olive Butter & Peppermint Oil\", \"asin\": \"B07BRXZ8VH\", \"price\": \"$42.00\", \"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\": \"OUAI Thick Hair Conditioner Refill - Moisturizing Conditioner for Dry, Frizzy Hair - Keratin, Marshmallow Root, Shea Butter and Avocado Oil - Paraben, Phthalate and Sulfate Free Hair Care (32 Oz)\", \"asin\": \"B084BVV25L\", \"price\": \"$64.00\", \"quantity\": \"\"},\n {\"title\": \"Aluram Coconut Water Daily Conditioner for Men and Women, Clean Hydration and Shine for All Hair Types\", \"asin\": \"B07XC8HP22\", \"price\": \"$38.00\", \"quantity\": \"\"},\n {\"title\": \"ATTITUDE Moisture Rich Hair Conditioner, For Dry and Damaged Hair, Naturally Derived Ingredients, Vegan Detangler, Dermatologiocally Tested, Quinoa and Jojoba, 8 Fl Oz\", \"asin\": \"B01M4IM7Y5\", \"price\": \"$12.95\", \"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\": \"VIRTUE Full Volumizing Conditioner Thickens Hair Safe for All Types Sulfate Free Color\", \"asin\": \"B07NLHP3W1\", \"price\": \"$37.40\", \"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}\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\": \"2025-05-04T15:58:53.230Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:53.230Z\", \"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\": \"1\"},\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\": \"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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\": \"Living proof Perfect hair Day Conditioner, Hydrating Conditioner for Women, Strengthens & Enhances Shine\", \"asin\": \"B0DS6GL7RW\", \"price\": \"$67.00\", \"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\": \"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\": \"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\": \"L'ANZA Healing Moisture Kukui Nut Conditioner, Rich Moisturizing Conditioner For Dry, Damaged Hair, Anti Frizz Treatment, Boosts Hydration & Strengthens, For All Hair Types\", \"asin\": \"B000LWOW38\", \"price\": \"$71.00\", \"quantity\": \"\"},\n {\"title\": \"Rahua Enchanted Island Hair Conditioner with Biotin, 9.3 Fl Oz, Supports Strength, Hair Growth & Shine, All Hair Types, Vitamin C, E, A, B6, Coconut Guava Scent, Nourishing Hair Care for Men and Women\", \"asin\": \"B0B34Z9GS3\", \"price\": \"$38.00\", \"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\": \"L'ANZA Healing Moisture Kukui Nut Conditioner, Rich Moisturizing Conditioner For Dry, Damaged Hair, Anti Frizz Treatment, Boosts Hydration & Strengthens, For All Hair Types\", \"asin\": \"B000LWOW38\", \"price\": \"$71.00\", \"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\": \"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\": \"Pure Moisture Conditioner - Olive Butter & Peppermint Oil\", \"asin\": \"B07BRXZ8VH\", \"price\": \"$42.00\", \"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\": \"OUAI Thick Hair Conditioner Refill - Moisturizing Conditioner for Dry, Frizzy Hair - Keratin, Marshmallow Root, Shea Butter and Avocado Oil - Paraben, Phthalate and Sulfate Free Hair Care (32 Oz)\", \"asin\": \"B084BVV25L\", \"price\": \"$64.00\", \"quantity\": \"\"},\n {\"title\": \"Aluram Coconut Water Daily Conditioner for Men and Women, Clean Hydration and Shine for All Hair Types\", \"asin\": \"B07XC8HP22\", \"price\": \"$38.00\", \"quantity\": \"\"},\n {\"title\": \"ATTITUDE Moisture Rich Hair Conditioner, For Dry and Damaged Hair, Naturally Derived Ingredients, Vegan Detangler, Dermatologiocally Tested, Quinoa and Jojoba, 8 Fl Oz\", \"asin\": \"B01M4IM7Y5\", \"price\": \"$12.95\", \"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\": \"VIRTUE Full Volumizing Conditioner Thickens Hair Safe for All Types Sulfate Free Color\", \"asin\": \"B07NLHP3W1\", \"price\": \"$37.40\", \"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}\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\": \"2025-05-04T15:59:07.671Z\", // 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
|
2025-05-04T15:59:07.671Z
|
click
|
cart_side_bar
|
rule
|
2025-05-04T15:59:07.671Z
|
train
| 2,619 |
2025-05-04T15:59:07.671Z
|
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"}
{"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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:21.925Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:41.712Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:48.350Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:50.419Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:57:19.051Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:57:53.030Z", "action": "click_product", "action_argument": "B00TTD9BRC"}
{"timestamp": "2025-05-04T15:58:14.106Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:31.366Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:53.230Z", "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": "1"},
{"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": "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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "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": "Living proof Perfect hair Day Conditioner, Hydrating Conditioner for Women, Strengthens & Enhances Shine", "asin": "B0DS6GL7RW", "price": "$67.00", "quantity": ""},
{"title": "Dove Calming Moisture Body Wash 3% renewing serum with retinol & chamomile 18.5 Fl Oz", "asin": "B0DNTZ2TGN", "price": "$9.97", "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": "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": "L'ANZA Healing Moisture Kukui Nut Conditioner, Rich Moisturizing Conditioner For Dry, Damaged Hair, Anti Frizz Treatment, Boosts Hydration & Strengthens, For All Hair Types", "asin": "B000LWOW38", "price": "$71.00", "quantity": ""},
{"title": "Rahua Enchanted Island Hair Conditioner with Biotin, 9.3 Fl Oz, Supports Strength, Hair Growth & Shine, All Hair Types, Vitamin C, E, A, B6, Coconut Guava Scent, Nourishing Hair Care for Men and Women", "asin": "B0B34Z9GS3", "price": "$38.00", "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": "L'ANZA Healing Moisture Kukui Nut Conditioner, Rich Moisturizing Conditioner For Dry, Damaged Hair, Anti Frizz Treatment, Boosts Hydration & Strengthens, For All Hair Types", "asin": "B000LWOW38", "price": "$71.00", "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": "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": "Pure Moisture Conditioner - Olive Butter & Peppermint Oil", "asin": "B07BRXZ8VH", "price": "$42.00", "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": "OUAI Thick Hair Conditioner Refill - Moisturizing Conditioner for Dry, Frizzy Hair - Keratin, Marshmallow Root, Shea Butter and Avocado Oil - Paraben, Phthalate and Sulfate Free Hair Care (32 Oz)", "asin": "B084BVV25L", "price": "$64.00", "quantity": ""},
{"title": "Aluram Coconut Water Daily Conditioner for Men and Women, Clean Hydration and Shine for All Hair Types", "asin": "B07XC8HP22", "price": "$38.00", "quantity": ""},
{"title": "ATTITUDE Moisture Rich Hair Conditioner, For Dry and Damaged Hair, Naturally Derived Ingredients, Vegan Detangler, Dermatologiocally Tested, Quinoa and Jojoba, 8 Fl Oz", "asin": "B01M4IM7Y5", "price": "$12.95", "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": "VIRTUE Full Volumizing Conditioner Thickens Hair Safe for All Types Sulfate Free Color", "asin": "B07NLHP3W1", "price": "$37.40", "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": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-04T15:59:07.671Z", // 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": 2619,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:53.230Z\", \"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\": \"1\"},\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\": \"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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\": \"Living proof Perfect hair Day Conditioner, Hydrating Conditioner for Women, Strengthens & Enhances Shine\", \"asin\": \"B0DS6GL7RW\", \"price\": \"$67.00\", \"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\": \"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\": \"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\": \"L'ANZA Healing Moisture Kukui Nut Conditioner, Rich Moisturizing Conditioner For Dry, Damaged Hair, Anti Frizz Treatment, Boosts Hydration & Strengthens, For All Hair Types\", \"asin\": \"B000LWOW38\", \"price\": \"$71.00\", \"quantity\": \"\"},\n {\"title\": \"Rahua Enchanted Island Hair Conditioner with Biotin, 9.3 Fl Oz, Supports Strength, Hair Growth & Shine, All Hair Types, Vitamin C, E, A, B6, Coconut Guava Scent, Nourishing Hair Care for Men and Women\", \"asin\": \"B0B34Z9GS3\", \"price\": \"$38.00\", \"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\": \"L'ANZA Healing Moisture Kukui Nut Conditioner, Rich Moisturizing Conditioner For Dry, Damaged Hair, Anti Frizz Treatment, Boosts Hydration & Strengthens, For All Hair Types\", \"asin\": \"B000LWOW38\", \"price\": \"$71.00\", \"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\": \"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\": \"Pure Moisture Conditioner - Olive Butter & Peppermint Oil\", \"asin\": \"B07BRXZ8VH\", \"price\": \"$42.00\", \"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\": \"OUAI Thick Hair Conditioner Refill - Moisturizing Conditioner for Dry, Frizzy Hair - Keratin, Marshmallow Root, Shea Butter and Avocado Oil - Paraben, Phthalate and Sulfate Free Hair Care (32 Oz)\", \"asin\": \"B084BVV25L\", \"price\": \"$64.00\", \"quantity\": \"\"},\n {\"title\": \"Aluram Coconut Water Daily Conditioner for Men and Women, Clean Hydration and Shine for All Hair Types\", \"asin\": \"B07XC8HP22\", \"price\": \"$38.00\", \"quantity\": \"\"},\n {\"title\": \"ATTITUDE Moisture Rich Hair Conditioner, For Dry and Damaged Hair, Naturally Derived Ingredients, Vegan Detangler, Dermatologiocally Tested, Quinoa and Jojoba, 8 Fl Oz\", \"asin\": \"B01M4IM7Y5\", \"price\": \"$12.95\", \"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\": \"VIRTUE Full Volumizing Conditioner Thickens Hair Safe for All Types Sulfate Free Color\", \"asin\": \"B07NLHP3W1\", \"price\": \"$37.40\", \"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}\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\": \"2025-05-04T15:59:07.671Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:53.230Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:59:07.671Z\", \"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\": \"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\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"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 {\"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 {\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$15.68\", \"quantity\": \"\"},\n {\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Foaming Facial Cleanser, Daily Face Wash for Oily Skin, Hyaluronic Acid + Ceramides + Niacinamide, Fragrance Free & Paraben Free, Non-Drying Oil Control Face Wash, 16 Fluid Ounces\", \"asin\": \"B01N1LL62W\", \"price\": \"$13.93\", \"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\": \"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\": \"OGX Renewing + Argan Oil of Morocco Conditioner, Repair Conditioner & Argan Oil Helps Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz\", \"asin\": \"B008G8G4KI\", \"price\": \"$12.28\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Apple Cider Vinegar Clarifying Shampoo, Shine Enhancing, 12 fl oz\", \"asin\": \"B07HMVMTN6\", \"price\": \"$8.12\", \"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\": \"Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ\", \"asin\": \"/promo/A7YJU7IDV8R82\", \"price\": \"$12.97\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 - 11 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 5 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 Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord 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\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 5 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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 Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Two-Day FREE delivery Tue, May 6\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 {\"asin\": \"B0CK9QNYZW\", \"options\": []},\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\": \"$11.04\", \"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\": \"2025-05-04T15:59:34.956Z\", // 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
|
2025-05-04T15:59:34.956Z
|
click
|
suggested_term
|
rule
|
2025-05-04T15:59:34.956Z
|
train
| 2,620 |
2025-05-04T15:59:34.956Z
|
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": "2025-05-04T15:54:10.872Z", "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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:21.925Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:41.712Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:48.350Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:50.419Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:57:19.051Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:57:53.030Z", "action": "click_product", "action_argument": "B00TTD9BRC"}
{"timestamp": "2025-05-04T15:58:14.106Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:31.366Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:53.230Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:59:07.671Z", "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": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "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": ""},
{"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": ""},
{"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$15.68", "quantity": ""},
{"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Foaming Facial Cleanser, Daily Face Wash for Oily Skin, Hyaluronic Acid + Ceramides + Niacinamide, Fragrance Free & Paraben Free, Non-Drying Oil Control Face Wash, 16 Fluid Ounces", "asin": "B01N1LL62W", "price": "$13.93", "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": "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": "OGX Renewing + Argan Oil of Morocco Conditioner, Repair Conditioner & Argan Oil Helps Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz", "asin": "B008G8G4KI", "price": "$12.28", "quantity": ""},
{"title": "Aveeno Apple Cider Vinegar Clarifying Shampoo, Shine Enhancing, 12 fl oz", "asin": "B07HMVMTN6", "price": "$8.12", "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": "Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ", "asin": "/promo/A7YJU7IDV8R82", "price": "$12.97", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": false, "options": []},
{"title": "Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw | Vitamin C | Immune Support", "asin": "B00QMVSN1E", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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 - 11 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 5 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 Tue, May 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Bungee Cord 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", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "delivery": "One-Day FREE delivery Tomorrow, May 5 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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 Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "19 Ounce"}]},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "delivery": "Two-Day FREE delivery Tue, May 6", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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)"}]},
{"asin": "B0CK9QNYZW", "options": []},
{"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": "$11.04", "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": "2025-05-04T15:59:34.956Z", // 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": 2620,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:53.230Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:59:07.671Z\", \"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\": \"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\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"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 {\"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 {\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$15.68\", \"quantity\": \"\"},\n {\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Foaming Facial Cleanser, Daily Face Wash for Oily Skin, Hyaluronic Acid + Ceramides + Niacinamide, Fragrance Free & Paraben Free, Non-Drying Oil Control Face Wash, 16 Fluid Ounces\", \"asin\": \"B01N1LL62W\", \"price\": \"$13.93\", \"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\": \"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\": \"OGX Renewing + Argan Oil of Morocco Conditioner, Repair Conditioner & Argan Oil Helps Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz\", \"asin\": \"B008G8G4KI\", \"price\": \"$12.28\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Apple Cider Vinegar Clarifying Shampoo, Shine Enhancing, 12 fl oz\", \"asin\": \"B07HMVMTN6\", \"price\": \"$8.12\", \"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\": \"Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ\", \"asin\": \"/promo/A7YJU7IDV8R82\", \"price\": \"$12.97\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 - 11 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 5 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 Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord 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\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 5 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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 Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Two-Day FREE delivery Tue, May 6\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 {\"asin\": \"B0CK9QNYZW\", \"options\": []},\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\": \"$11.04\", \"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\": \"2025-05-04T15:59:34.956Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:53.230Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:59:07.671Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:59:34.956Z\", \"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\": \"the ordinary\"\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\": \"1\"},\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. 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8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"SKIN PERFECTING 2% BHA Liquid Salicylic Acid Exfoliant-Facial Exfoliant for Blackheads, Enlarged Pores, Wrinkles & Fine Lines\", \"asin\": \"B07C5SS6YD\", \"price\": \"$14.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"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\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Arrives before Mother's Day\"},\n {\"title\": \"Hydro Boost Night Pressed Serum, Overnight Hydration for Normal/Extra Dry Skin, Antioxidant Face Moisturizer with Hyaluronic Acid, Skin Care for Restored, Revitalized, & Dewy Skin, 1.7 oz.\", \"asin\": \"B08936CZHQ\", \"price\": \"$19.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Glycolic Acid Toning Solution, Glycolic Acid 7% Toner, Glycolic Sour 7% Toning, KeepThe Skin Moist, Exfoliating Serum for Face, Facial Exfoliation Astringe Pores (100ML/3.38 Fl Oz)\", \"asin\": \"B0F1MKC96Z\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Niacinamide 10% + Zinc 1%, Smoothing Serum for Blemish-Prone Skin\", \"asin\": \"B01MDTVZTZ\", \"price\": \"$6.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Glycolic Acid 7% Exfoliating Toner, Brightening and Smoothing Daily Toner for More Even-Looking Skin Tone\", \"asin\": \"B0DMTDN158\", \"price\": \"$8.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"price\": \"$12.10\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Skin Support Basics Duo - Skin Care Bundle Set For All Skin Types- Hyaluronic Acid 2% + B5 1 Fl Oz, Niacinamide 10% + Zinc 1% 1 Fl Oz\", \"asin\": \"B0DP1GMQK4\", \"price\": \"$15.90\", \"delivery\": \" Overnight Delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Natural Moisturizing Factors + Hyaluronic Acid, Lightweight Hydrator for Skin Barrier Support & Hydration\", \"asin\": \"B07N74F8NP\", \"price\": \"$14.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"The Acne Set, 3-Step Skin Regimen with Glucoside Foaming Cleanser, Salicylic Acid 2% Solution, and Natural Moisturizing Factors + Beta Glucan | Skin Care Set\", \"asin\": \"B0CG516MWS\", \"price\": \"$15.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Caffeine Solution 5% + EGCG, Depuffing Eye Serum for Dark Circles and Tired Eyes\", \"asin\": \"B01MUZVE1C\", \"price\": \"$9.20\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Retinol 1% in Squalane, High-Strength Retinol Serum for Anti-Aging and Skin Smoothing\", \"asin\": \"B0779YGB2G\", \"price\": \"$13.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Body Wash, Acne Relief Body Wash with 2% Salicylic Acid to Eliminate Breakouts, Gently Exfoliates and Provides 24Hr Dryness Relief, 20 oz\", \"asin\": \"B09MVC5KGG\", \"price\": \"$8.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Fragrance Free Ultra Gentle Foaming Daily Cleanser, Hydrating Face Wash for Sensitive Skin, Removes Makeup & Gently Cleanses Without Over Drying, Hypoallergenic, 16 fl. oz\", \"asin\": \"B085S7FZTM\", \"price\": \"$11.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Ultra Facial Moisturizer, for Easy Daily Hydration, Infused with Squalane and Glycerin, Replenishes Moisture Barrier and Softens Skin, Suitable for All Skin Types, Fragrance-Free\", \"asin\": \"B07CNNK52C\", \"price\": \"$20.80\", \"delivery\": \" Two-Day FREE delivery Tue, May 6 Arrives before Mother's Day\"},\n {\"title\": \"On-The-Spot Acne Treatment Gel with Benzoyl Peroxide - Gentle Face Acne Medicine for Acne Prone Skin, 0.75 oz\", \"asin\": \"B00UOLIOC6\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Hyaluronic Acid Serum, Hydrate Multiple Layers of Dry Skin, Plump and Smooth Fine Lines and Wrinkles, 1.0 fl oz\", \"asin\": \"B07GL7XD64\", \"price\": \"$9.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Multi-Peptide + Copper Peptides 1%, Anti-Aging Serum for Fine Lines and Skin Elasticity\", \"asin\": \"B0C9DXGXZ3\", \"price\": \"$32.00\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Mother's Day\"},\n {\"title\": \"Multi-Peptide + Hyaluronic Acid, Anti-Aging Formula for Crow\\u2019s Feet, Elasticity & Firmness, 1 Fl Oz\", \"asin\": \"B0BLHW7JZM\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"The Bright Set, 3-Step Regimen for Radiant, Even Skin Tone with Glycolic Acid 7% Exfoliating Toner, Alpha Arbutin 2% + HA, and Caffeine Solution 5% + EGCG | Skin Care Set\", \"asin\": \"B0B2VMJH2D\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Azelaic Acid Suspension 10%, Formula for Uneven and Blemish-Prone Skin\", \"asin\": \"B06WD5J8KY\", \"price\": \"$12.20\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"GF 15% Solution, Anti-Aging Formula for Visible Skin & Wrinkle Repair, 1 Fl Oz\", \"asin\": \"B0DTBZYRC7\", \"price\": \"$15.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Vitamin C Serum, Visibly Reduces Look of Dark Spots and Hyperpigmentation, Formulated with Niacinamide, Designed for Sensitive Skin, Fragrance Free, Dermatologist Tested, 1oz\", \"asin\": \"B0CZDNLBK6\", \"price\": \"$19.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Acne Treatment Gel, 30 Day Supply, Retinoid Treatment for Face with 0.1% Adapalene, Gentle Skin Care for Acne Prone Sensitive Skin, 15g Tube (Packaging May Vary)\", \"asin\": \"B07L1PHSY9\", \"price\": \"$14.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Snail Mucin 96% Power Repairing Essence 3.38 fl.oz, Hydrating Serum for Face with Snail Secretion Filtrate, Mothers day gifts for mom, Korean Skin Care\", \"asin\": \"B00PBX3L7K\", \"price\": \"$16.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"SuperSolutions Azelaic Acid 10% Serum, Fast-Absorbing Formula Helps Reduce Appearance of Redness and Soothes Skin, Leaves No White Cast, 1.01 fl oz\", \"asin\": \"B0BJ7JKRWY\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Arrives before Mother's Day\"},\n {\"title\": \"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\", \"delivery\": \" Two-Day FREE delivery Tue, May 6 Arrives before Mother's Day\"},\n {\"title\": \"Alpha Arbutin 2% + Hyaluronic Acid, Brightens Skin and Targets Dark Spots, 1 Fl Oz\", \"asin\": \"B06XCZFCFZ\", \"price\": \"$11.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Matrixyl 10% + Hyaluronic Acid, Anti-Aging Serum for Fine Lines and Wrinkles, 1 Fl Oz\", \"asin\": \"B071J1PBQ6\", \"price\": \"$10.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Multi-Peptide Serum for Hair Density, Peptide-Powered Formula for Thicker, Fuller Looking Hair\", \"asin\": \"B09WMT8HYB\", \"price\": \"$22.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Salicylic Acid 2% Solution, Acne-Fighting Serum for Blemish-Prone Skin\", \"asin\": \"B0C3PCJ6SD\", \"price\": \"$6.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Argireline Solution 10%, Serum Good for Reducing the Appearance of Fine Lines, 1 Fl Oz\", \"asin\": \"B072JH13CD\", \"price\": \"$9.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"0.3% Retinol Serum with Bakuchiol Oil For Anti Aging | Night Face Serum With Squalane Base & Coenzyme Q10 To Reduce Fine Lines & Wrinkles | For Women & Men | 1 Fl Oz / 30 ml\", \"asin\": \"B091JG3GJ5\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"3 Step Acne Treatment - Benzoyl Peroxide Face Wash, Repairing Acne Spot Treatment for Face and Body, Exfoliating Toner - 30 Day Complete Acne Skin Care Kit\", \"asin\": \"B00X6ZNWG0\", \"price\": \"$36.00\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Mother's Day\"},\n {\"title\": \"Soothing & Barrier Support Serum, Redness-Reducing & Hydrating Solution for Skin Barrier Recovery\", \"asin\": \"B0CJ3CXTW6\", \"price\": \"$17.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Retinal 0.2% Emulsion, High-Strength Retinoid Serum for Advanced Anti-Aging Support, 0.5 Fl Oz\", \"asin\": \"B0CZ5VG3L1\", \"price\": \"$14.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"100% Organic Cold-Pressed Rose Hip Seed Oil, Addresses Signs of Aging by Improving the Appearance of Uneven Skin Tone, Supporting Skin Elasticity, 1 Fl Oz\", \"asin\": \"B071WJB3ZT\", \"price\": \"$10.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"The Daily Set, Daily Skincare Routine with Squalane Cleanser, Hyaluronic Acid 2% + B5, and Natural Moisturizing Factors + HA | Skin Care Set\", \"asin\": \"B07YPX9N6X\", \"price\": \"$21.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Glucoside Foaming Cleanser, Gentle Foaming Face Wash for All Skin Types Including Sensitive Skin, 5.1 Fl Oz\", \"asin\": \"B0BYQ45N7W\", \"price\": \"$12.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Multi-Peptide Lash and Brow Serum, Peptide-Powered Formula for Thicker, Fuller Looking Lashes & Brows\", \"asin\": \"B0B5DYY1HQ\", \"price\": \"$14.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"100% Plant-Derived Squalane, for Skin and Hair, Lightweight Hydration, and Moisture Barrier Support, 1 Fl Oz\", \"asin\": \"B0719WNNK4\", \"price\": \"$10.40\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Most Loved Collection For Even Skin Tone and Texture - Skin Care Bundle Set - Hyaluronic Acid 2% + B5, Niacinamide 10% + Zinc 1%, Ordinary Caffeine Solution 5% + EGCG\", \"asin\": \"B0DPY1ZLZ6\", \"price\": \"$25.10\", \"delivery\": \" Overnight Delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Saccharomyces Ferment 30% Milky Toner, Exfoliating and Hydrating Toner for Smoother, Brighter Skin, 3.4 Fl Oz\", \"asin\": \"B0D4K7R9S5\", \"price\": \"$14.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Lactic Acid 10% + Hyaluronic Acid 2%, High-Strength Exfoliating Serum for Smoother, Brighter Skin, 1 Fl Oz\", \"asin\": \"B07NDNPCKW\", \"price\": \"$9.20\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Ascorbyl Glucoside Solution 12%, Vitamin C Serum for Even Skin Tone and Antioxidant Protection, 1 Fl Oz\", \"asin\": \"B074NNVLCM\", \"price\": \"$14.80\", \"delivery\": \"FREE delivery Wed, May 7 Arrives before Mother's Day\"},\n {\"title\": \"Retinol 0.5% in Squalane, Intermediate Retinol Serum for the Face That Is Anti-Aging and Skin Smoothing, 1 Fl Oz\", \"asin\": \"B0789NX2ZV\", \"price\": \"$8.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Natural Moisturizing Factors + Beta Glucan, Lightweight Gel Moisturizer for All-Day Hydration\", \"asin\": \"B0C5DHVP3R\", \"price\": \"$13.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Multi-Peptide Eye Serum, Anti-Aging Formula for Crow\\u2019s Feet, Dark Circles & Puffiness\", \"asin\": \"B0BV6YFW33\", \"price\": \"$25.00\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Mother's Day\"},\n {\"title\": \"Squalane Cleanser, Hydrating Makeup Remover, Supports Moisture Barrier\", \"asin\": \"B07PSKR85S\", \"price\": \"$10.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Aloe 2% + NAG 2% Solution, Soothes Skin and Targets Post-Acne Marks, 1 Fl Oz\", \"asin\": \"B0C24WHN1R\", \"price\": \"$14.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Salicylic Acid 2% Masque, Clarifying Charcoal & Clay Mask for Blemish-Prone Skin, 1.7 Fl Oz\", \"asin\": \"B07SZ9PTLP\", \"price\": \"$13.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Granactive Retinoid 5% in Squalane, Advanced Anti-Aging Retinoid with Hydration Support for Dry and Mature Skin, 1 Fl Oz\", \"asin\": \"B077BDG2DY\", \"price\": \"$16.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Balancing & Clarifying Serum, Multi-Active Solution for Oil Control and Pore Refinement, 1 Fl Oz\", \"asin\": \"B0D8CSPN92\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Glycolipid Cream Cleanser, Gentle Makeup Removal with Plant-Derived Glycolipid Agents, 5.1 Fl Oz\", \"asin\": \"B0C4TJF25L\", \"price\": \"$12.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Squalane + Amino Acids Hydrating Lip Balm, for Lips, Elbows, and Cuticles, 0.5 Fl Oz\", \"asin\": \"B0D8CXZKF3\", \"price\": \"$9.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Natural Moisturizing Factors + PhytoCeramides, Rich Moisturizer for Dry Skin & Barrier Strength\", \"asin\": \"B0D49KQLNY\", \"price\": \"$10.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Vitamin C Suspension 23% + Hyaluronic Acid Spheres 2%, Serum with Pure L-Ascorbic Acid\", \"asin\": \"B07Y556CPP\", \"price\": \"$8.10\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"100% Organic Cold-Pressed Moroccan Argan Oil, Nourishing and Hydrating Treatment for Skin & Hair, 1 Fl Oz\", \"asin\": \"B01N7YVDI2\", \"price\": \"$7.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Lactic Acid 5% + Hyaluronic Acid 2%, Gentle Exfoliating Serum for Smoother Skin\", \"asin\": \"B01NA0F3FB\", \"price\": \"$8.10\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Mandelic Acid 10% + Hyaluronic Acid, Gentle Exfoliating Serum for Clarity and Hydration, 1 Fl Oz\", \"asin\": \"B07BGJMNYL\", \"price\": \"$7.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Arrives before Mother's Day\"},\n {\"title\": \"Resveratrol 3% + Ferulic Acid 3%, Antioxidant Serum for Anti-Aging, 1 Fl Oz\", \"asin\": \"B07662VTLX\", \"price\": \"$10.40\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Ascorbyl Tetraisopalmitate Solution 20% in Vitamin F, Hydrating Vitamin C Oil for Even Skin Tone, 1 Fl Oz\", \"asin\": \"B0728GYDMG\", \"price\": \"$20.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Salicylic Acid 0.5% Body Serum, Exfoliating Treatment for Acne-Prone Skin, 8.1 Fl Oz\", \"asin\": \"B0DMTKLLLV\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives 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\": \"2025-05-04T16:00:07.503Z\", // 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
|
2025-05-04T16:00:07.503Z
|
click
|
cart_side_bar
|
rule
|
2025-05-04T16:00:07.503Z
|
train
| 2,621 |
2025-05-04T16:00:07.503Z
|
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"}
{"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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:21.925Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:41.712Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:48.350Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:50.419Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:57:19.051Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:57:53.030Z", "action": "click_product", "action_argument": "B00TTD9BRC"}
{"timestamp": "2025-05-04T15:58:14.106Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:31.366Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:53.230Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:59:07.671Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:59:34.956Z", "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": "the ordinary"
}
],
"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": "1"},
{"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": "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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "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"}
],
"promotion_items": [
{"title": "Paula's Choice\nSKIN PERFECTING 2% BHA Liquid Salicylic Acid Exfoliant-Facial Exfoliant for Blackheads, Enlarged Pores, Wrinkles & Fine Lines\nUnscented1 Fl Oz", "asin": "B07C5SS6YD", "price": "$14.00", "quantity": ""},
{"title": "La Roche-Posay\nHyalu B5 Pure Hyaluronic Acid Serum for Face, Vitamin B5 + Hyaluronic Acid + Madecassoside, Hydrating Serum Visibly Plumps Skin, Sensitive Skin Safe, Anti Aging, Oil-Free\n1.01 Fl Oz (Pack of 1)", "asin": "B075VX4QVM", "price": "$39.99", "quantity": ""},
{"title": "Neutrogena\nHydro Boost Night Pressed Serum, Overnight Hydration for Normal/Extra Dry Skin, Antioxidant Face Moisturizer with Hyaluronic Acid, Skin Care for Restored, Revitalized, & Dewy Skin, 1.7 oz.\n1.7 Ounce (Pack of 1)", "asin": "B08936CZHQ", "price": "$19.97", "quantity": ""},
{"title": "Obagi\nNu-Derm Face Toner, Alcohol Free Toner with Witch Hazel and Aloe Vera for Oily Skin or Dry Skin Types 6.7 Fl Oz\nAloe Vera6.7 Fl Oz (Pack of 1)", "asin": "B00F6XZNGM", "price": "$49.00", "quantity": ""},
{"title": "", "asin": "B07QZ5CTTF", "price": "", "quantity": ""}
],
"search_results": [
{"title": "Hyaluronic Acid 2% + B5 (with Ceramides), Multi-Depth Hydration Serum for Plumper, Smoother Skin", "asin": "B01MYEZPC8", "price": "$9.90", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "SKIN PERFECTING 2% BHA Liquid Salicylic Acid Exfoliant-Facial Exfoliant for Blackheads, Enlarged Pores, Wrinkles & Fine Lines", "asin": "B07C5SS6YD", "price": "$14.00", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "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", "delivery": " One-Day FREE delivery Tomorrow, May 5 Arrives before Mother's Day"},
{"title": "Hydro Boost Night Pressed Serum, Overnight Hydration for Normal/Extra Dry Skin, Antioxidant Face Moisturizer with Hyaluronic Acid, Skin Care for Restored, Revitalized, & Dewy Skin, 1.7 oz.", "asin": "B08936CZHQ", "price": "$19.97", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Glycolic Acid Toning Solution, Glycolic Acid 7% Toner, Glycolic Sour 7% Toning, KeepThe Skin Moist, Exfoliating Serum for Face, Facial Exfoliation Astringe Pores (100ML/3.38 Fl Oz)", "asin": "B0F1MKC96Z", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "Niacinamide 10% + Zinc 1%, Smoothing Serum for Blemish-Prone Skin", "asin": "B01MDTVZTZ", "price": "$6.00", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Glycolic Acid 7% Exfoliating Toner, Brightening and Smoothing Daily Toner for More Even-Looking Skin Tone", "asin": "B0DMTDN158", "price": "$8.70", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz", "asin": "B071HHSMTT", "price": "$12.10", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Skin Support Basics Duo - Skin Care Bundle Set For All Skin Types- Hyaluronic Acid 2% + B5 1 Fl Oz, Niacinamide 10% + Zinc 1% 1 Fl Oz", "asin": "B0DP1GMQK4", "price": "$15.90", "delivery": " Overnight Delivery Overnight 4 AM - 8 AM"},
{"title": "Natural Moisturizing Factors + Hyaluronic Acid, Lightweight Hydrator for Skin Barrier Support & Hydration", "asin": "B07N74F8NP", "price": "$14.00", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "The Acne Set, 3-Step Skin Regimen with Glucoside Foaming Cleanser, Salicylic Acid 2% Solution, and Natural Moisturizing Factors + Beta Glucan | Skin Care Set", "asin": "B0CG516MWS", "price": "$15.80", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Caffeine Solution 5% + EGCG, Depuffing Eye Serum for Dark Circles and Tired Eyes", "asin": "B01MUZVE1C", "price": "$9.20", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Retinol 1% in Squalane, High-Strength Retinol Serum for Anti-Aging and Skin Smoothing", "asin": "B0779YGB2G", "price": "$13.59", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Body Wash, Acne Relief Body Wash with 2% Salicylic Acid to Eliminate Breakouts, Gently Exfoliates and Provides 24Hr Dryness Relief, 20 oz", "asin": "B09MVC5KGG", "price": "$8.74", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Fragrance Free Ultra Gentle Foaming Daily Cleanser, Hydrating Face Wash for Sensitive Skin, Removes Makeup & Gently Cleanses Without Over Drying, Hypoallergenic, 16 fl. oz", "asin": "B085S7FZTM", "price": "$11.87", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Ultra Facial Moisturizer, for Easy Daily Hydration, Infused with Squalane and Glycerin, Replenishes Moisture Barrier and Softens Skin, Suitable for All Skin Types, Fragrance-Free", "asin": "B07CNNK52C", "price": "$20.80", "delivery": " Two-Day FREE delivery Tue, May 6 Arrives before Mother's Day"},
{"title": "On-The-Spot Acne Treatment Gel with Benzoyl Peroxide - Gentle Face Acne Medicine for Acne Prone Skin, 0.75 oz", "asin": "B00UOLIOC6", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Hyaluronic Acid Serum, Hydrate Multiple Layers of Dry Skin, Plump and Smooth Fine Lines and Wrinkles, 1.0 fl oz", "asin": "B07GL7XD64", "price": "$9.00", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Multi-Peptide + Copper Peptides 1%, Anti-Aging Serum for Fine Lines and Skin Elasticity", "asin": "B0C9DXGXZ3", "price": "$32.00", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Mother's Day"},
{"title": "Multi-Peptide + Hyaluronic Acid, Anti-Aging Formula for Crow\u2019s Feet, Elasticity & Firmness, 1 Fl Oz", "asin": "B0BLHW7JZM", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "The Bright Set, 3-Step Regimen for Radiant, Even Skin Tone with Glycolic Acid 7% Exfoliating Toner, Alpha Arbutin 2% + HA, and Caffeine Solution 5% + EGCG | Skin Care Set", "asin": "B0B2VMJH2D", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Azelaic Acid Suspension 10%, Formula for Uneven and Blemish-Prone Skin", "asin": "B06WD5J8KY", "price": "$12.20", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "GF 15% Solution, Anti-Aging Formula for Visible Skin & Wrinkle Repair, 1 Fl Oz", "asin": "B0DTBZYRC7", "price": "$15.50", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Vitamin C Serum, Visibly Reduces Look of Dark Spots and Hyperpigmentation, Formulated with Niacinamide, Designed for Sensitive Skin, Fragrance Free, Dermatologist Tested, 1oz", "asin": "B0CZDNLBK6", "price": "$19.07", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Acne Treatment Gel, 30 Day Supply, Retinoid Treatment for Face with 0.1% Adapalene, Gentle Skin Care for Acne Prone Sensitive Skin, 15g Tube (Packaging May Vary)", "asin": "B07L1PHSY9", "price": "$14.97", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Snail Mucin 96% Power Repairing Essence 3.38 fl.oz, Hydrating Serum for Face with Snail Secretion Filtrate, Mothers day gifts for mom, Korean Skin Care", "asin": "B00PBX3L7K", "price": "$16.98", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "SuperSolutions Azelaic Acid 10% Serum, Fast-Absorbing Formula Helps Reduce Appearance of Redness and Soothes Skin, Leaves No White Cast, 1.01 fl oz", "asin": "B0BJ7JKRWY", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 5 Arrives before Mother's Day"},
{"title": "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", "delivery": " Two-Day FREE delivery Tue, May 6 Arrives before Mother's Day"},
{"title": "Alpha Arbutin 2% + Hyaluronic Acid, Brightens Skin and Targets Dark Spots, 1 Fl Oz", "asin": "B06XCZFCFZ", "price": "$11.50", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Matrixyl 10% + Hyaluronic Acid, Anti-Aging Serum for Fine Lines and Wrinkles, 1 Fl Oz", "asin": "B071J1PBQ6", "price": "$10.90", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Multi-Peptide Serum for Hair Density, Peptide-Powered Formula for Thicker, Fuller Looking Hair", "asin": "B09WMT8HYB", "price": "$22.80", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Salicylic Acid 2% Solution, Acne-Fighting Serum for Blemish-Prone Skin", "asin": "B0C3PCJ6SD", "price": "$6.70", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Argireline Solution 10%, Serum Good for Reducing the Appearance of Fine Lines, 1 Fl Oz", "asin": "B072JH13CD", "price": "$9.70", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "0.3% Retinol Serum with Bakuchiol Oil For Anti Aging | Night Face Serum With Squalane Base & Coenzyme Q10 To Reduce Fine Lines & Wrinkles | For Women & Men | 1 Fl Oz / 30 ml", "asin": "B091JG3GJ5", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "3 Step Acne Treatment - Benzoyl Peroxide Face Wash, Repairing Acne Spot Treatment for Face and Body, Exfoliating Toner - 30 Day Complete Acne Skin Care Kit", "asin": "B00X6ZNWG0", "price": "$36.00", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Mother's Day"},
{"title": "Soothing & Barrier Support Serum, Redness-Reducing & Hydrating Solution for Skin Barrier Recovery", "asin": "B0CJ3CXTW6", "price": "$17.00", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Retinal 0.2% Emulsion, High-Strength Retinoid Serum for Advanced Anti-Aging Support, 0.5 Fl Oz", "asin": "B0CZ5VG3L1", "price": "$14.90", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "100% Organic Cold-Pressed Rose Hip Seed Oil, Addresses Signs of Aging by Improving the Appearance of Uneven Skin Tone, Supporting Skin Elasticity, 1 Fl Oz", "asin": "B071WJB3ZT", "price": "$10.90", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "The Daily Set, Daily Skincare Routine with Squalane Cleanser, Hyaluronic Acid 2% + B5, and Natural Moisturizing Factors + HA | Skin Care Set", "asin": "B07YPX9N6X", "price": "$21.70", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Glucoside Foaming Cleanser, Gentle Foaming Face Wash for All Skin Types Including Sensitive Skin, 5.1 Fl Oz", "asin": "B0BYQ45N7W", "price": "$12.50", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Multi-Peptide Lash and Brow Serum, Peptide-Powered Formula for Thicker, Fuller Looking Lashes & Brows", "asin": "B0B5DYY1HQ", "price": "$14.90", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "100% Plant-Derived Squalane, for Skin and Hair, Lightweight Hydration, and Moisture Barrier Support, 1 Fl Oz", "asin": "B0719WNNK4", "price": "$10.40", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Most Loved Collection For Even Skin Tone and Texture - Skin Care Bundle Set - Hyaluronic Acid 2% + B5, Niacinamide 10% + Zinc 1%, Ordinary Caffeine Solution 5% + EGCG", "asin": "B0DPY1ZLZ6", "price": "$25.10", "delivery": " Overnight Delivery Overnight 4 AM - 8 AM"},
{"title": "Saccharomyces Ferment 30% Milky Toner, Exfoliating and Hydrating Toner for Smoother, Brighter Skin, 3.4 Fl Oz", "asin": "B0D4K7R9S5", "price": "$14.00", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Lactic Acid 10% + Hyaluronic Acid 2%, High-Strength Exfoliating Serum for Smoother, Brighter Skin, 1 Fl Oz", "asin": "B07NDNPCKW", "price": "$9.20", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Ascorbyl Glucoside Solution 12%, Vitamin C Serum for Even Skin Tone and Antioxidant Protection, 1 Fl Oz", "asin": "B074NNVLCM", "price": "$14.80", "delivery": "FREE delivery Wed, May 7 Arrives before Mother's Day"},
{"title": "Retinol 0.5% in Squalane, Intermediate Retinol Serum for the Face That Is Anti-Aging and Skin Smoothing, 1 Fl Oz", "asin": "B0789NX2ZV", "price": "$8.60", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Natural Moisturizing Factors + Beta Glucan, Lightweight Gel Moisturizer for All-Day Hydration", "asin": "B0C5DHVP3R", "price": "$13.50", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Multi-Peptide Eye Serum, Anti-Aging Formula for Crow\u2019s Feet, Dark Circles & Puffiness", "asin": "B0BV6YFW33", "price": "$25.00", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Mother's Day"},
{"title": "Squalane Cleanser, Hydrating Makeup Remover, Supports Moisture Barrier", "asin": "B07PSKR85S", "price": "$10.50", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Aloe 2% + NAG 2% Solution, Soothes Skin and Targets Post-Acne Marks, 1 Fl Oz", "asin": "B0C24WHN1R", "price": "$14.50", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Salicylic Acid 2% Masque, Clarifying Charcoal & Clay Mask for Blemish-Prone Skin, 1.7 Fl Oz", "asin": "B07SZ9PTLP", "price": "$13.80", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Granactive Retinoid 5% in Squalane, Advanced Anti-Aging Retinoid with Hydration Support for Dry and Mature Skin, 1 Fl Oz", "asin": "B077BDG2DY", "price": "$16.70", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Balancing & Clarifying Serum, Multi-Active Solution for Oil Control and Pore Refinement, 1 Fl Oz", "asin": "B0D8CSPN92", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Glycolipid Cream Cleanser, Gentle Makeup Removal with Plant-Derived Glycolipid Agents, 5.1 Fl Oz", "asin": "B0C4TJF25L", "price": "$12.50", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Squalane + Amino Acids Hydrating Lip Balm, for Lips, Elbows, and Cuticles, 0.5 Fl Oz", "asin": "B0D8CXZKF3", "price": "$9.50", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Natural Moisturizing Factors + PhytoCeramides, Rich Moisturizer for Dry Skin & Barrier Strength", "asin": "B0D49KQLNY", "price": "$10.80", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vitamin C Suspension 23% + Hyaluronic Acid Spheres 2%, Serum with Pure L-Ascorbic Acid", "asin": "B07Y556CPP", "price": "$8.10", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "100% Organic Cold-Pressed Moroccan Argan Oil, Nourishing and Hydrating Treatment for Skin & Hair, 1 Fl Oz", "asin": "B01N7YVDI2", "price": "$7.80", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Lactic Acid 5% + Hyaluronic Acid 2%, Gentle Exfoliating Serum for Smoother Skin", "asin": "B01NA0F3FB", "price": "$8.10", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Mandelic Acid 10% + Hyaluronic Acid, Gentle Exfoliating Serum for Clarity and Hydration, 1 Fl Oz", "asin": "B07BGJMNYL", "price": "$7.80", "delivery": " One-Day FREE delivery Tomorrow, May 5 Arrives before Mother's Day"},
{"title": "Resveratrol 3% + Ferulic Acid 3%, Antioxidant Serum for Anti-Aging, 1 Fl Oz", "asin": "B07662VTLX", "price": "$10.40", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Ascorbyl Tetraisopalmitate Solution 20% in Vitamin F, Hydrating Vitamin C Oil for Even Skin Tone, 1 Fl Oz", "asin": "B0728GYDMG", "price": "$20.50", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day"},
{"title": "Salicylic Acid 0.5% Body Serum, Exfoliating Treatment for Acne-Prone Skin, 8.1 Fl Oz", "asin": "B0DMTKLLLV", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives 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": "2025-05-04T16:00:07.503Z", // 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": 2621,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:53.230Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:59:07.671Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:59:34.956Z\", \"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\": \"the ordinary\"\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\": \"1\"},\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\": \"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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 \"promotion_items\": [\n {\"title\": \"Paula's Choice\\nSKIN PERFECTING 2% BHA Liquid Salicylic Acid Exfoliant-Facial Exfoliant for Blackheads, Enlarged Pores, Wrinkles & Fine Lines\\nUnscented1 Fl Oz\", \"asin\": \"B07C5SS6YD\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"La Roche-Posay\\nHyalu B5 Pure Hyaluronic Acid Serum for Face, Vitamin B5 + Hyaluronic Acid + Madecassoside, Hydrating Serum Visibly Plumps Skin, Sensitive Skin Safe, Anti Aging, Oil-Free\\n1.01 Fl Oz (Pack of 1)\", \"asin\": \"B075VX4QVM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena\\nHydro Boost Night Pressed Serum, Overnight Hydration for Normal/Extra Dry Skin, Antioxidant Face Moisturizer with Hyaluronic Acid, Skin Care for Restored, Revitalized, & Dewy Skin, 1.7 oz.\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B08936CZHQ\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Obagi\\nNu-Derm Face Toner, Alcohol Free Toner with Witch Hazel and Aloe Vera for Oily Skin or Dry Skin Types 6.7 Fl Oz\\nAloe Vera6.7 Fl Oz (Pack of 1)\", \"asin\": \"B00F6XZNGM\", \"price\": \"$49.00\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07QZ5CTTF\", \"price\": \"\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Hyaluronic Acid 2% + B5 (with Ceramides), Multi-Depth Hydration Serum for Plumper, Smoother Skin\", \"asin\": \"B01MYEZPC8\", \"price\": \"$9.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"SKIN PERFECTING 2% BHA Liquid Salicylic Acid Exfoliant-Facial Exfoliant for Blackheads, Enlarged Pores, Wrinkles & Fine Lines\", \"asin\": \"B07C5SS6YD\", \"price\": \"$14.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"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\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Arrives before Mother's Day\"},\n {\"title\": \"Hydro Boost Night Pressed Serum, Overnight Hydration for Normal/Extra Dry Skin, Antioxidant Face Moisturizer with Hyaluronic Acid, Skin Care for Restored, Revitalized, & Dewy Skin, 1.7 oz.\", \"asin\": \"B08936CZHQ\", \"price\": \"$19.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Glycolic Acid Toning Solution, Glycolic Acid 7% Toner, Glycolic Sour 7% Toning, KeepThe Skin Moist, Exfoliating Serum for Face, Facial Exfoliation Astringe Pores (100ML/3.38 Fl Oz)\", \"asin\": \"B0F1MKC96Z\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Niacinamide 10% + Zinc 1%, Smoothing Serum for Blemish-Prone Skin\", \"asin\": \"B01MDTVZTZ\", \"price\": \"$6.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Glycolic Acid 7% Exfoliating Toner, Brightening and Smoothing Daily Toner for More Even-Looking Skin Tone\", \"asin\": \"B0DMTDN158\", \"price\": \"$8.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"price\": \"$12.10\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Skin Support Basics Duo - Skin Care Bundle Set For All Skin Types- Hyaluronic Acid 2% + B5 1 Fl Oz, Niacinamide 10% + Zinc 1% 1 Fl Oz\", \"asin\": \"B0DP1GMQK4\", \"price\": \"$15.90\", \"delivery\": \" Overnight Delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Natural Moisturizing Factors + Hyaluronic Acid, Lightweight Hydrator for Skin Barrier Support & Hydration\", \"asin\": \"B07N74F8NP\", \"price\": \"$14.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"The Acne Set, 3-Step Skin Regimen with Glucoside Foaming Cleanser, Salicylic Acid 2% Solution, and Natural Moisturizing Factors + Beta Glucan | Skin Care Set\", \"asin\": \"B0CG516MWS\", \"price\": \"$15.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Caffeine Solution 5% + EGCG, Depuffing Eye Serum for Dark Circles and Tired Eyes\", \"asin\": \"B01MUZVE1C\", \"price\": \"$9.20\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Retinol 1% in Squalane, High-Strength Retinol Serum for Anti-Aging and Skin Smoothing\", \"asin\": \"B0779YGB2G\", \"price\": \"$13.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Body Wash, Acne Relief Body Wash with 2% Salicylic Acid to Eliminate Breakouts, Gently Exfoliates and Provides 24Hr Dryness Relief, 20 oz\", \"asin\": \"B09MVC5KGG\", \"price\": \"$8.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Fragrance Free Ultra Gentle Foaming Daily Cleanser, Hydrating Face Wash for Sensitive Skin, Removes Makeup & Gently Cleanses Without Over Drying, Hypoallergenic, 16 fl. oz\", \"asin\": \"B085S7FZTM\", \"price\": \"$11.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Ultra Facial Moisturizer, for Easy Daily Hydration, Infused with Squalane and Glycerin, Replenishes Moisture Barrier and Softens Skin, Suitable for All Skin Types, Fragrance-Free\", \"asin\": \"B07CNNK52C\", \"price\": \"$20.80\", \"delivery\": \" Two-Day FREE delivery Tue, May 6 Arrives before Mother's Day\"},\n {\"title\": \"On-The-Spot Acne Treatment Gel with Benzoyl Peroxide - Gentle Face Acne Medicine for Acne Prone Skin, 0.75 oz\", \"asin\": \"B00UOLIOC6\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Hyaluronic Acid Serum, Hydrate Multiple Layers of Dry Skin, Plump and Smooth Fine Lines and Wrinkles, 1.0 fl oz\", \"asin\": \"B07GL7XD64\", \"price\": \"$9.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Multi-Peptide + Copper Peptides 1%, Anti-Aging Serum for Fine Lines and Skin Elasticity\", \"asin\": \"B0C9DXGXZ3\", \"price\": \"$32.00\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Mother's Day\"},\n {\"title\": \"Multi-Peptide + Hyaluronic Acid, Anti-Aging Formula for Crow\\u2019s Feet, Elasticity & Firmness, 1 Fl Oz\", \"asin\": \"B0BLHW7JZM\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"The Bright Set, 3-Step Regimen for Radiant, Even Skin Tone with Glycolic Acid 7% Exfoliating Toner, Alpha Arbutin 2% + HA, and Caffeine Solution 5% + EGCG | Skin Care Set\", \"asin\": \"B0B2VMJH2D\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Azelaic Acid Suspension 10%, Formula for Uneven and Blemish-Prone Skin\", \"asin\": \"B06WD5J8KY\", \"price\": \"$12.20\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"GF 15% Solution, Anti-Aging Formula for Visible Skin & Wrinkle Repair, 1 Fl Oz\", \"asin\": \"B0DTBZYRC7\", \"price\": \"$15.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Vitamin C Serum, Visibly Reduces Look of Dark Spots and Hyperpigmentation, Formulated with Niacinamide, Designed for Sensitive Skin, Fragrance Free, Dermatologist Tested, 1oz\", \"asin\": \"B0CZDNLBK6\", \"price\": \"$19.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Acne Treatment Gel, 30 Day Supply, Retinoid Treatment for Face with 0.1% Adapalene, Gentle Skin Care for Acne Prone Sensitive Skin, 15g Tube (Packaging May Vary)\", \"asin\": \"B07L1PHSY9\", \"price\": \"$14.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Snail Mucin 96% Power Repairing Essence 3.38 fl.oz, Hydrating Serum for Face with Snail Secretion Filtrate, Mothers day gifts for mom, Korean Skin Care\", \"asin\": \"B00PBX3L7K\", \"price\": \"$16.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"SuperSolutions Azelaic Acid 10% Serum, Fast-Absorbing Formula Helps Reduce Appearance of Redness and Soothes Skin, Leaves No White Cast, 1.01 fl oz\", \"asin\": \"B0BJ7JKRWY\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Arrives before Mother's Day\"},\n {\"title\": \"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\", \"delivery\": \" Two-Day FREE delivery Tue, May 6 Arrives before Mother's Day\"},\n {\"title\": \"Alpha Arbutin 2% + Hyaluronic Acid, Brightens Skin and Targets Dark Spots, 1 Fl Oz\", \"asin\": \"B06XCZFCFZ\", \"price\": \"$11.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Matrixyl 10% + Hyaluronic Acid, Anti-Aging Serum for Fine Lines and Wrinkles, 1 Fl Oz\", \"asin\": \"B071J1PBQ6\", \"price\": \"$10.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Multi-Peptide Serum for Hair Density, Peptide-Powered Formula for Thicker, Fuller Looking Hair\", \"asin\": \"B09WMT8HYB\", \"price\": \"$22.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Salicylic Acid 2% Solution, Acne-Fighting Serum for Blemish-Prone Skin\", \"asin\": \"B0C3PCJ6SD\", \"price\": \"$6.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Argireline Solution 10%, Serum Good for Reducing the Appearance of Fine Lines, 1 Fl Oz\", \"asin\": \"B072JH13CD\", \"price\": \"$9.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"0.3% Retinol Serum with Bakuchiol Oil For Anti Aging | Night Face Serum With Squalane Base & Coenzyme Q10 To Reduce Fine Lines & Wrinkles | For Women & Men | 1 Fl Oz / 30 ml\", \"asin\": \"B091JG3GJ5\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"3 Step Acne Treatment - Benzoyl Peroxide Face Wash, Repairing Acne Spot Treatment for Face and Body, Exfoliating Toner - 30 Day Complete Acne Skin Care Kit\", \"asin\": \"B00X6ZNWG0\", \"price\": \"$36.00\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Mother's Day\"},\n {\"title\": \"Soothing & Barrier Support Serum, Redness-Reducing & Hydrating Solution for Skin Barrier Recovery\", \"asin\": \"B0CJ3CXTW6\", \"price\": \"$17.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Retinal 0.2% Emulsion, High-Strength Retinoid Serum for Advanced Anti-Aging Support, 0.5 Fl Oz\", \"asin\": \"B0CZ5VG3L1\", \"price\": \"$14.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"100% Organic Cold-Pressed Rose Hip Seed Oil, Addresses Signs of Aging by Improving the Appearance of Uneven Skin Tone, Supporting Skin Elasticity, 1 Fl Oz\", \"asin\": \"B071WJB3ZT\", \"price\": \"$10.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"The Daily Set, Daily Skincare Routine with Squalane Cleanser, Hyaluronic Acid 2% + B5, and Natural Moisturizing Factors + HA | Skin Care Set\", \"asin\": \"B07YPX9N6X\", \"price\": \"$21.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Glucoside Foaming Cleanser, Gentle Foaming Face Wash for All Skin Types Including Sensitive Skin, 5.1 Fl Oz\", \"asin\": \"B0BYQ45N7W\", \"price\": \"$12.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Multi-Peptide Lash and Brow Serum, Peptide-Powered Formula for Thicker, Fuller Looking Lashes & Brows\", \"asin\": \"B0B5DYY1HQ\", \"price\": \"$14.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"100% Plant-Derived Squalane, for Skin and Hair, Lightweight Hydration, and Moisture Barrier Support, 1 Fl Oz\", \"asin\": \"B0719WNNK4\", \"price\": \"$10.40\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Most Loved Collection For Even Skin Tone and Texture - Skin Care Bundle Set - Hyaluronic Acid 2% + B5, Niacinamide 10% + Zinc 1%, Ordinary Caffeine Solution 5% + EGCG\", \"asin\": \"B0DPY1ZLZ6\", \"price\": \"$25.10\", \"delivery\": \" Overnight Delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Saccharomyces Ferment 30% Milky Toner, Exfoliating and Hydrating Toner for Smoother, Brighter Skin, 3.4 Fl Oz\", \"asin\": \"B0D4K7R9S5\", \"price\": \"$14.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Lactic Acid 10% + Hyaluronic Acid 2%, High-Strength Exfoliating Serum for Smoother, Brighter Skin, 1 Fl Oz\", \"asin\": \"B07NDNPCKW\", \"price\": \"$9.20\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Ascorbyl Glucoside Solution 12%, Vitamin C Serum for Even Skin Tone and Antioxidant Protection, 1 Fl Oz\", \"asin\": \"B074NNVLCM\", \"price\": \"$14.80\", \"delivery\": \"FREE delivery Wed, May 7 Arrives before Mother's Day\"},\n {\"title\": \"Retinol 0.5% in Squalane, Intermediate Retinol Serum for the Face That Is Anti-Aging and Skin Smoothing, 1 Fl Oz\", \"asin\": \"B0789NX2ZV\", \"price\": \"$8.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Natural Moisturizing Factors + Beta Glucan, Lightweight Gel Moisturizer for All-Day Hydration\", \"asin\": \"B0C5DHVP3R\", \"price\": \"$13.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Multi-Peptide Eye Serum, Anti-Aging Formula for Crow\\u2019s Feet, Dark Circles & Puffiness\", \"asin\": \"B0BV6YFW33\", \"price\": \"$25.00\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Mother's Day\"},\n {\"title\": \"Squalane Cleanser, Hydrating Makeup Remover, Supports Moisture Barrier\", \"asin\": \"B07PSKR85S\", \"price\": \"$10.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Aloe 2% + NAG 2% Solution, Soothes Skin and Targets Post-Acne Marks, 1 Fl Oz\", \"asin\": \"B0C24WHN1R\", \"price\": \"$14.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Salicylic Acid 2% Masque, Clarifying Charcoal & Clay Mask for Blemish-Prone Skin, 1.7 Fl Oz\", \"asin\": \"B07SZ9PTLP\", \"price\": \"$13.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Granactive Retinoid 5% in Squalane, Advanced Anti-Aging Retinoid with Hydration Support for Dry and Mature Skin, 1 Fl Oz\", \"asin\": \"B077BDG2DY\", \"price\": \"$16.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Balancing & Clarifying Serum, Multi-Active Solution for Oil Control and Pore Refinement, 1 Fl Oz\", \"asin\": \"B0D8CSPN92\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Glycolipid Cream Cleanser, Gentle Makeup Removal with Plant-Derived Glycolipid Agents, 5.1 Fl Oz\", \"asin\": \"B0C4TJF25L\", \"price\": \"$12.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Squalane + Amino Acids Hydrating Lip Balm, for Lips, Elbows, and Cuticles, 0.5 Fl Oz\", \"asin\": \"B0D8CXZKF3\", \"price\": \"$9.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Natural Moisturizing Factors + PhytoCeramides, Rich Moisturizer for Dry Skin & Barrier Strength\", \"asin\": \"B0D49KQLNY\", \"price\": \"$10.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Vitamin C Suspension 23% + Hyaluronic Acid Spheres 2%, Serum with Pure L-Ascorbic Acid\", \"asin\": \"B07Y556CPP\", \"price\": \"$8.10\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"100% Organic Cold-Pressed Moroccan Argan Oil, Nourishing and Hydrating Treatment for Skin & Hair, 1 Fl Oz\", \"asin\": \"B01N7YVDI2\", \"price\": \"$7.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Lactic Acid 5% + Hyaluronic Acid 2%, Gentle Exfoliating Serum for Smoother Skin\", \"asin\": \"B01NA0F3FB\", \"price\": \"$8.10\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Mandelic Acid 10% + Hyaluronic Acid, Gentle Exfoliating Serum for Clarity and Hydration, 1 Fl Oz\", \"asin\": \"B07BGJMNYL\", \"price\": \"$7.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Arrives before Mother's Day\"},\n {\"title\": \"Resveratrol 3% + Ferulic Acid 3%, Antioxidant Serum for Anti-Aging, 1 Fl Oz\", \"asin\": \"B07662VTLX\", \"price\": \"$10.40\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Ascorbyl Tetraisopalmitate Solution 20% in Vitamin F, Hydrating Vitamin C Oil for Even Skin Tone, 1 Fl Oz\", \"asin\": \"B0728GYDMG\", \"price\": \"$20.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Mother's Day\"},\n {\"title\": \"Salicylic Acid 0.5% Body Serum, Exfoliating Treatment for Acne-Prone Skin, 8.1 Fl Oz\", \"asin\": \"B0DMTKLLLV\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives 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\": \"2025-05-04T16:00:07.503Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:53.230Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:59:07.671Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:59:34.956Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:00:07.503Z\", \"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\": \"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\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"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 {\"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 {\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$15.68\", \"quantity\": \"\"},\n {\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Foaming Facial Cleanser, Daily Face Wash for Oily Skin, Hyaluronic Acid + Ceramides + Niacinamide, Fragrance Free & Paraben Free, Non-Drying Oil Control Face Wash, 16 Fluid Ounces\", \"asin\": \"B01N1LL62W\", \"price\": \"$13.93\", \"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\": \"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\": \"OGX Renewing + Argan Oil of Morocco Conditioner, Repair Conditioner & Argan Oil Helps Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz\", \"asin\": \"B008G8G4KI\", \"price\": \"$12.28\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Apple Cider Vinegar Clarifying Shampoo, Shine Enhancing, 12 fl oz\", \"asin\": \"B07HMVMTN6\", \"price\": \"$8.12\", \"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\": \"Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ\", \"asin\": \"/promo/A7YJU7IDV8R82\", \"price\": \"$12.97\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 Fri, May 9 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 5 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 Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord 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\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 5 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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 Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Two-Day FREE delivery Tue, May 6\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 {\"asin\": \"B0CK9QNYZW\", \"options\": []},\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\": \"$11.04\", \"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\": \"2025-05-04T16:00:23.667Z\", // 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
|
2025-05-04T16:00:23.667Z
|
click
|
suggested_term
|
rule
|
2025-05-04T16:00:23.667Z
|
train
| 2,622 |
2025-05-04T16:00:23.667Z
|
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": "2025-05-04T15:54:10.872Z", "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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:21.925Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:41.712Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:48.350Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:50.419Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:57:19.051Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:57:53.030Z", "action": "click_product", "action_argument": "B00TTD9BRC"}
{"timestamp": "2025-05-04T15:58:14.106Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:31.366Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:53.230Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:59:07.671Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:59:34.956Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-04T16:00:07.503Z", "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": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "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": ""},
{"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": ""},
{"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$15.68", "quantity": ""},
{"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Foaming Facial Cleanser, Daily Face Wash for Oily Skin, Hyaluronic Acid + Ceramides + Niacinamide, Fragrance Free & Paraben Free, Non-Drying Oil Control Face Wash, 16 Fluid Ounces", "asin": "B01N1LL62W", "price": "$13.93", "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": "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": "OGX Renewing + Argan Oil of Morocco Conditioner, Repair Conditioner & Argan Oil Helps Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz", "asin": "B008G8G4KI", "price": "$12.28", "quantity": ""},
{"title": "Aveeno Apple Cider Vinegar Clarifying Shampoo, Shine Enhancing, 12 fl oz", "asin": "B07HMVMTN6", "price": "$8.12", "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": "Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ", "asin": "/promo/A7YJU7IDV8R82", "price": "$12.97", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": false, "options": []},
{"title": "Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw | Vitamin C | Immune Support", "asin": "B00QMVSN1E", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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 Fri, May 9 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 5 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 Tue, May 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Bungee Cord 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", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "delivery": "One-Day FREE delivery Tomorrow, May 5 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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 Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "19 Ounce"}]},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "delivery": "Two-Day FREE delivery Tue, May 6", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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)"}]},
{"asin": "B0CK9QNYZW", "options": []},
{"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": "$11.04", "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": "2025-05-04T16:00:23.667Z", // 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": 2622,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:53.230Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:59:07.671Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:59:34.956Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:00:07.503Z\", \"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\": \"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\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"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 {\"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 {\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$15.68\", \"quantity\": \"\"},\n {\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Foaming Facial Cleanser, Daily Face Wash for Oily Skin, Hyaluronic Acid + Ceramides + Niacinamide, Fragrance Free & Paraben Free, Non-Drying Oil Control Face Wash, 16 Fluid Ounces\", \"asin\": \"B01N1LL62W\", \"price\": \"$13.93\", \"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\": \"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\": \"OGX Renewing + Argan Oil of Morocco Conditioner, Repair Conditioner & Argan Oil Helps Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz\", \"asin\": \"B008G8G4KI\", \"price\": \"$12.28\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Apple Cider Vinegar Clarifying Shampoo, Shine Enhancing, 12 fl oz\", \"asin\": \"B07HMVMTN6\", \"price\": \"$8.12\", \"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\": \"Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ\", \"asin\": \"/promo/A7YJU7IDV8R82\", \"price\": \"$12.97\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 Fri, May 9 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 5 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 Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord 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\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 5 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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 Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Two-Day FREE delivery Tue, May 6\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 {\"asin\": \"B0CK9QNYZW\", \"options\": []},\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\": \"$11.04\", \"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\": \"2025-05-04T16:00:23.667Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:53.230Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:59:07.671Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:59:34.956Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:00:07.503Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T16:00:23.667Z\", \"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 \"promotion_items\": [\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\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"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 {\"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 {\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$15.68\", \"quantity\": \"\"},\n {\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Foaming Facial Cleanser, Daily Face Wash for Oily Skin, Hyaluronic Acid + Ceramides + Niacinamide, Fragrance Free & Paraben Free, Non-Drying Oil Control Face Wash, 16 Fluid Ounces\", \"asin\": \"B01N1LL62W\", \"price\": \"$13.93\", \"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\": \"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\": \"OGX Renewing + Argan Oil of Morocco Conditioner, Repair Conditioner & Argan Oil Helps Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz\", \"asin\": \"B008G8G4KI\", \"price\": \"$12.28\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Apple Cider Vinegar Clarifying Shampoo, Shine Enhancing, 12 fl oz\", \"asin\": \"B07HMVMTN6\", \"price\": \"$8.12\", \"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\": \"Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ\", \"asin\": \"/promo/A7YJU7IDV8R82\", \"price\": \"$12.97\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 Fri, May 9 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 5 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 Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord 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\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 5 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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 Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Two-Day FREE delivery Tue, May 6\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 {\"asin\": \"B0CK9QNYZW\", \"options\": []},\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\": \"$11.04\", \"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\": \"2025-05-04T16:00:28.945Z\", // 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
|
2025-05-04T16:00:28.945Z
|
click
|
suggested_term
|
rule
|
2025-05-04T16:00:28.945Z
|
train
| 2,623 |
2025-05-04T16:00:28.945Z
|
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": "2025-05-04T15:54:10.872Z", "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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:21.925Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:41.712Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:48.350Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:50.419Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:57:19.051Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:57:53.030Z", "action": "click_product", "action_argument": "B00TTD9BRC"}
{"timestamp": "2025-05-04T15:58:14.106Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:31.366Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:53.230Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:59:07.671Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:59:34.956Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-04T16:00:07.503Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T16:00:23.667Z", "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": ""
}
],
"promotion_items": [
{"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": "essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "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": ""},
{"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": ""},
{"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$15.68", "quantity": ""},
{"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Foaming Facial Cleanser, Daily Face Wash for Oily Skin, Hyaluronic Acid + Ceramides + Niacinamide, Fragrance Free & Paraben Free, Non-Drying Oil Control Face Wash, 16 Fluid Ounces", "asin": "B01N1LL62W", "price": "$13.93", "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": "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": "OGX Renewing + Argan Oil of Morocco Conditioner, Repair Conditioner & Argan Oil Helps Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz", "asin": "B008G8G4KI", "price": "$12.28", "quantity": ""},
{"title": "Aveeno Apple Cider Vinegar Clarifying Shampoo, Shine Enhancing, 12 fl oz", "asin": "B07HMVMTN6", "price": "$8.12", "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": "Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ", "asin": "/promo/A7YJU7IDV8R82", "price": "$12.97", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": false, "options": []},
{"title": "Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw | Vitamin C | Immune Support", "asin": "B00QMVSN1E", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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 Fri, May 9 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 5 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 Tue, May 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Bungee Cord 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", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "delivery": "One-Day FREE delivery Tomorrow, May 5 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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 Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "19 Ounce"}]},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "delivery": "Two-Day FREE delivery Tue, May 6", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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)"}]},
{"asin": "B0CK9QNYZW", "options": []},
{"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": "$11.04", "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": "2025-05-04T16:00:28.945Z", // 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": 2623,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:53.230Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:59:07.671Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:59:34.956Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:00:07.503Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T16:00:23.667Z\", \"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 \"promotion_items\": [\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\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"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 {\"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 {\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$15.68\", \"quantity\": \"\"},\n {\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Foaming Facial Cleanser, Daily Face Wash for Oily Skin, Hyaluronic Acid + Ceramides + Niacinamide, Fragrance Free & Paraben Free, Non-Drying Oil Control Face Wash, 16 Fluid Ounces\", \"asin\": \"B01N1LL62W\", \"price\": \"$13.93\", \"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\": \"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\": \"OGX Renewing + Argan Oil of Morocco Conditioner, Repair Conditioner & Argan Oil Helps Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz\", \"asin\": \"B008G8G4KI\", \"price\": \"$12.28\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Apple Cider Vinegar Clarifying Shampoo, Shine Enhancing, 12 fl oz\", \"asin\": \"B07HMVMTN6\", \"price\": \"$8.12\", \"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\": \"Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ\", \"asin\": \"/promo/A7YJU7IDV8R82\", \"price\": \"$12.97\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 Fri, May 9 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 5 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 Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord 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\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 5 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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 Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Two-Day FREE delivery Tue, May 6\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 {\"asin\": \"B0CK9QNYZW\", \"options\": []},\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\": \"$11.04\", \"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\": \"2025-05-04T16:00:28.945Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:53.230Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:59:07.671Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:59:34.956Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:00:07.503Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T16:00:23.667Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:00:28.945Z\", \"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\": \"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\": \"1\"},\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\": \"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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 \"promotion_items\": [\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\", \"price\": \"$18.39\"}\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\": \"2025-05-04T16:01:23.110Z\", // 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
|
2025-05-04T16:01:23.110Z
|
click
|
cart_side_bar
|
rule
|
2025-05-04T16:01:23.110Z
|
train
| 2,624 |
2025-05-04T16:01:23.110Z
|
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"}
{"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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:21.925Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:41.712Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:48.350Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:50.419Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:57:19.051Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:57:53.030Z", "action": "click_product", "action_argument": "B00TTD9BRC"}
{"timestamp": "2025-05-04T15:58:14.106Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:31.366Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:53.230Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:59:07.671Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:59:34.956Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-04T16:00:07.503Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T16:00:23.667Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-04T16:00:28.945Z", "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": "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": "1"},
{"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": "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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "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"}
],
"promotion_items": [
{"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", "price": "$18.39"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-04T16:01:23.110Z", // 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": 2624,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:53.230Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:59:07.671Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:59:34.956Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:00:07.503Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T16:00:23.667Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:00:28.945Z\", \"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\": \"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\": \"1\"},\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\": \"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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 \"promotion_items\": [\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\", \"price\": \"$18.39\"}\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\": \"2025-05-04T16:01:23.110Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:53.230Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:59:07.671Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:59:34.956Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:00:07.503Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T16:00:23.667Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:00:28.945Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:01:23.110Z\", \"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\": \"Trident Watermelon Twist Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"\", \"price\": \"$11.19\", \"quantity\": \"\"},\n {\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"\", \"price\": \"$17.03\", \"quantity\": \"\"},\n {\"title\": \"Colgate Optic White Advanced Hydrogen Peroxide Toothpaste Pack, Teeth Whitening Toothpaste, Enamel-Safe Hydrogen Peroxide For\", \"asin\": \"\", \"price\": \"$13.65\", \"quantity\": \"\"},\n {\"title\": \"Dove Damage Therapy Shampoo Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\", \"asin\": \"\", \"price\": \"$8.84\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy,\", \"asin\": \"\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix \", \"asin\": \"\", \"price\": \"$9.88\", \"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\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"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 {\"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 {\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$15.68\", \"quantity\": \"\"},\n {\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Foaming Facial Cleanser, Daily Face Wash for Oily Skin, Hyaluronic Acid + Ceramides + Niacinamide, Fragrance Free & Paraben Free, Non-Drying Oil Control Face Wash, 16 Fluid Ounces\", \"asin\": \"B01N1LL62W\", \"price\": \"$13.93\", \"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\": \"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\": \"OGX Renewing + Argan Oil of Morocco Conditioner, Repair Conditioner & Argan Oil Helps Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz\", \"asin\": \"B008G8G4KI\", \"price\": \"$12.28\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Apple Cider Vinegar Clarifying Shampoo, Shine Enhancing, 12 fl oz\", \"asin\": \"B07HMVMTN6\", \"price\": \"$8.12\", \"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\": \"Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ\", \"asin\": \"/promo/A7YJU7IDV8R82\", \"price\": \"$12.97\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 - 11 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 5 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 Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord 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\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 5 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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 Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Two-Day FREE delivery Tue, May 6\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 {\"asin\": \"B0CK9QNYZW\", \"options\": []},\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\": \"$11.04\", \"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\": \"2025-05-04T16:02:07.763Z\", // 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
|
2025-05-04T16:02:07.763Z
|
click_product
|
B0DK5VDFGZ
|
rule
|
2025-05-04T16:02:07.763Z
|
train
| 2,625 |
2025-05-04T16:02:07.763Z
|
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|>
{"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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:21.925Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:41.712Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:48.350Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:50.419Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:57:19.051Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:57:53.030Z", "action": "click_product", "action_argument": "B00TTD9BRC"}
{"timestamp": "2025-05-04T15:58:14.106Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:31.366Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:53.230Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:59:07.671Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:59:34.956Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-04T16:00:07.503Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T16:00:23.667Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-04T16:00:28.945Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-04T16:01:23.110Z", "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": "Trident Watermelon Twist Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)", "asin": "", "price": "$11.19", "quantity": ""},
{"title": "Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)", "asin": "", "price": "$17.03", "quantity": ""},
{"title": "Colgate Optic White Advanced Hydrogen Peroxide Toothpaste Pack, Teeth Whitening Toothpaste, Enamel-Safe Hydrogen Peroxide For", "asin": "", "price": "$13.65", "quantity": ""},
{"title": "Dove Damage Therapy Shampoo Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz", "asin": "", "price": "$8.84", "quantity": ""},
{"title": "Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy,", "asin": "", "price": "$9.97", "quantity": ""},
{"title": "Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix ", "asin": "", "price": "$9.88", "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": "essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "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": ""},
{"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": ""},
{"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$15.68", "quantity": ""},
{"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Foaming Facial Cleanser, Daily Face Wash for Oily Skin, Hyaluronic Acid + Ceramides + Niacinamide, Fragrance Free & Paraben Free, Non-Drying Oil Control Face Wash, 16 Fluid Ounces", "asin": "B01N1LL62W", "price": "$13.93", "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": "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": "OGX Renewing + Argan Oil of Morocco Conditioner, Repair Conditioner & Argan Oil Helps Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz", "asin": "B008G8G4KI", "price": "$12.28", "quantity": ""},
{"title": "Aveeno Apple Cider Vinegar Clarifying Shampoo, Shine Enhancing, 12 fl oz", "asin": "B07HMVMTN6", "price": "$8.12", "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": "Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ", "asin": "/promo/A7YJU7IDV8R82", "price": "$12.97", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": false, "options": []},
{"title": "Terrasoul Superfoods Organic Camu Camu Powder, 7 Oz (2 Pack) - Raw | Vitamin C | Immune Support", "asin": "B00QMVSN1E", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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 - 11 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 5 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 Tue, May 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Bungee Cord 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", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "delivery": "One-Day FREE delivery Tomorrow, May 5 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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items 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 Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "19 Ounce"}]},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "delivery": "Two-Day FREE delivery Tue, May 6", "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": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "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)"}]},
{"asin": "B0CK9QNYZW", "options": []},
{"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": "$11.04", "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": "2025-05-04T16:02:07.763Z", // 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": 2625,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:53.230Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:59:07.671Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:59:34.956Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:00:07.503Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T16:00:23.667Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:00:28.945Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:01:23.110Z\", \"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\": \"Trident Watermelon Twist Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"\", \"price\": \"$11.19\", \"quantity\": \"\"},\n {\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"\", \"price\": \"$17.03\", \"quantity\": \"\"},\n {\"title\": \"Colgate Optic White Advanced Hydrogen Peroxide Toothpaste Pack, Teeth Whitening Toothpaste, Enamel-Safe Hydrogen Peroxide For\", \"asin\": \"\", \"price\": \"$13.65\", \"quantity\": \"\"},\n {\"title\": \"Dove Damage Therapy Shampoo Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\", \"asin\": \"\", \"price\": \"$8.84\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy,\", \"asin\": \"\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix \", \"asin\": \"\", \"price\": \"$9.88\", \"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\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"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 {\"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 {\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$15.68\", \"quantity\": \"\"},\n {\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"CeraVe Foaming Facial Cleanser, Daily Face Wash for Oily Skin, Hyaluronic Acid + Ceramides + Niacinamide, Fragrance Free & Paraben Free, Non-Drying Oil Control Face Wash, 16 Fluid Ounces\", \"asin\": \"B01N1LL62W\", \"price\": \"$13.93\", \"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\": \"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\": \"OGX Renewing + Argan Oil of Morocco Conditioner, Repair Conditioner & Argan Oil Helps Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz\", \"asin\": \"B008G8G4KI\", \"price\": \"$12.28\", \"quantity\": \"\"},\n {\"title\": \"Aveeno Apple Cider Vinegar Clarifying Shampoo, Shine Enhancing, 12 fl oz\", \"asin\": \"B07HMVMTN6\", \"price\": \"$8.12\", \"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\": \"Aveeno Daily Moisturizing Body Wash for Dry Skin with Soothing Oat, Creamy Shower Cleanser, Gentle, Soap-Free and Dye-Free, Lightly Scented, 33 FL OZ\", \"asin\": \"/promo/A7YJU7IDV8R82\", \"price\": \"$12.97\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 - 11 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 5 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 Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord 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\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n {\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 5 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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items 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 Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n {\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n {\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Two-Day FREE delivery Tue, May 6\", \"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\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"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 {\"asin\": \"B0CK9QNYZW\", \"options\": []},\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\": \"$11.04\", \"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\": \"2025-05-04T16:02:07.763Z\", // 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:53.230Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:59:07.671Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:59:34.956Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:00:07.503Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T16:00:23.667Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:00:28.945Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:01:23.110Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T16:02:07.763Z\", \"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 \"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\": \"1\"},\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\": \"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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 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\": \"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\": \"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\": \"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\": \"Living proof Perfect hair Day Conditioner, Hydrating Conditioner for Women, Strengthens & Enhances Shine\", \"asin\": \"B0DS6GL7RW\", \"price\": \"$67.00\", \"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\": \"Living proof Perfect hair Day Conditioner, Hydrating Conditioner for Women, Strengthens & Enhances Shine\", \"asin\": \"B0DS6GL7RW\", \"price\": \"$67.00\", \"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\": \"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\": \"L'ANZA Healing Moisture Kukui Nut Conditioner, Rich Moisturizing Conditioner For Dry, Damaged Hair, Anti Frizz Treatment, Boosts Hydration & Strengthens, For All Hair Types\", \"asin\": \"B000LWOW38\", \"price\": \"$71.00\", \"quantity\": \"\"},\n {\"title\": \"Rahua Enchanted Island Hair Conditioner with Biotin, 9.3 Fl Oz, Supports Strength, Hair Growth & Shine, All Hair Types, Vitamin C, E, A, B6, Coconut Guava Scent, Nourishing Hair Care for Men and Women\", \"asin\": \"B0B34Z9GS3\", \"price\": \"$38.00\", \"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\": \"2025-05-04T16:02:14.336Z\", // 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
|
2025-05-04T16:02:14.336Z
|
purchase
|
B0DK5VDFGZ
|
rule
|
2025-05-04T16:02:14.336Z
|
train
| 2,626 |
2025-05-04T16:02:14.336Z
|
purchase
|
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|>
{"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"}
{"timestamp": "2025-05-04T15:55:48.968Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:51.994Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:55:58.186Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:00.530Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:04.532Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:06.783Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:08.991Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:10.974Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:13.224Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:15.810Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:18.705Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:21.925Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:41.712Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:48.350Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:56:50.419Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:57:19.051Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:57:53.030Z", "action": "click_product", "action_argument": "B00TTD9BRC"}
{"timestamp": "2025-05-04T15:58:14.106Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:31.366Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:58:53.230Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-04T15:59:07.671Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T15:59:34.956Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-04T16:00:07.503Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T16:00:23.667Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-04T16:00:28.945Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-04T16:01:23.110Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-04T16:02:07.763Z", "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": ""
}
],
"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": "1"},
{"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": "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": "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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "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 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": "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": "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": "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": "Living proof Perfect hair Day Conditioner, Hydrating Conditioner for Women, Strengthens & Enhances Shine", "asin": "B0DS6GL7RW", "price": "$67.00", "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": "Living proof Perfect hair Day Conditioner, Hydrating Conditioner for Women, Strengthens & Enhances Shine", "asin": "B0DS6GL7RW", "price": "$67.00", "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": "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": "L'ANZA Healing Moisture Kukui Nut Conditioner, Rich Moisturizing Conditioner For Dry, Damaged Hair, Anti Frizz Treatment, Boosts Hydration & Strengthens, For All Hair Types", "asin": "B000LWOW38", "price": "$71.00", "quantity": ""},
{"title": "Rahua Enchanted Island Hair Conditioner with Biotin, 9.3 Fl Oz, Supports Strength, Hair Growth & Shine, All Hair Types, Vitamin C, E, A, B6, Coconut Guava Scent, Nourishing Hair Care for Men and Women", "asin": "B0B34Z9GS3", "price": "$38.00", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-04T16:02:14.336Z", // 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>B0DK5VDFGZ</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0DK5VDFGZ</answer_argument>",
"index": 2626,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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{\"timestamp\": \"2025-05-04T15:55:48.968Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:51.994Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:55:58.186Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:00.530Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:04.532Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:06.783Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:08.991Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:10.974Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:13.224Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:15.810Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:18.705Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:21.925Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:41.712Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:48.350Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:56:50.419Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:57:19.051Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:57:53.030Z\", \"action\": \"click_product\", \"action_argument\": \"B00TTD9BRC\"}\n{\"timestamp\": \"2025-05-04T15:58:14.106Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:31.366Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:58:53.230Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-04T15:59:07.671Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T15:59:34.956Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:00:07.503Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T16:00:23.667Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:00:28.945Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-04T16:01:23.110Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-04T16:02:07.763Z\", \"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 \"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\": \"1\"},\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\": \"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\": \"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 Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"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 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\": \"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\": \"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\": \"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\": \"Living proof Perfect hair Day Conditioner, Hydrating Conditioner for Women, Strengthens & Enhances Shine\", \"asin\": \"B0DS6GL7RW\", \"price\": \"$67.00\", \"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\": \"Living proof Perfect hair Day Conditioner, Hydrating Conditioner for Women, Strengthens & Enhances Shine\", \"asin\": \"B0DS6GL7RW\", \"price\": \"$67.00\", \"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\": \"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\": \"L'ANZA Healing Moisture Kukui Nut Conditioner, Rich Moisturizing Conditioner For Dry, Damaged Hair, Anti Frizz Treatment, Boosts Hydration & Strengthens, For All Hair Types\", \"asin\": \"B000LWOW38\", \"price\": \"$71.00\", \"quantity\": \"\"},\n {\"title\": \"Rahua Enchanted Island Hair Conditioner with Biotin, 9.3 Fl Oz, Supports Strength, Hair Growth & Shine, All Hair Types, Vitamin C, E, A, B6, Coconut Guava Scent, Nourishing Hair Care for Men and Women\", \"asin\": \"B0B34Z9GS3\", \"price\": \"$38.00\", \"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\": \"2025-05-04T16:02:14.336Z\", // 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 \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CT2PMW2B\"\n},\n {\n \"title\": \"Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\"\n},\n {\n \"price\": \"$26.98\"\n},\n {\n \"bullet_list\": \"\\u3010Large Capacity Photo Picture Album\\u3011\\u2728 Holds 200 4 x 6 photos pictures. This album contains 50 clear PVC pages with 2 photo pockets per side (4 photo pockets per page), and give away 30 writable pieces of paper on which you can record the story of the picture. \\u3010Genuine Leather\\u3011\\u2728Photo album cover lining is made of genuine leather with nice and smooth texture, really soft & comfortable to touch. No Chemical Smell, Only Natural Leather Smell. Compared with other leather photo albums, our photo album is more durable and can be preserved for a long time, it will accompany you to record precious moments and the beauty of life. \\u3010Refillable Design\\u3011\\u2728 Each Leather photo album come with high quality standard 6 rings Binder, you can change the position of the paper at will. \\u3010IDEAL SIZE\\u3011\\u2728 10 x 8.5 inches. This journal photo album can be easily carried in your journey or put it home as a decoration. \\u3010PERFECT AS A GIFT\\u3011\\u2728 The details of this journal photo album set make it a wonderful gift for families and friends. Keep the memories of your family life, friendship and sparkle thoughts. Ideal gift for Valentine's Day, Christmas, Anniversary, Mother's Day, Thanksgiving Day, Birthday, Graduation and so on. It could also be used as Travel Record, Wedding Album, Baby row Album. A memory book of your own journey.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Hello Baby\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MVY418\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Artmag Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Pink)\", \"asin\": \"B09TKQV1PJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Photo Album 4x6, 56 Pockets Small Picture Book Aesthetic Mountain Sunset, Personali...\", \"asin\": \"B0DBVDLBY1\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Large Vintage Leather Photo Album with Buckle Closure - Scrapbook Style Pages, Gift...\", \"asin\": \"B0BYB9ST1J\", \"price\": \"$69.97\", \"quantity\": \"\"},\n {\"title\": \"Magnetic Self-Stick Page Photo Album, Family Album, Leather Cover, Hand Made DIY Al...\", \"asin\": \"B07D5YXXJF\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Fintie Photo Album 4x6 Photos - 52 Pockets Small Mini Capacity Premium Vegan Leather Cover, Portable Wallet Albums for Family Wedding Boys Girls, Lilac Marble\", \"asin\": \"B0BBLVQFDZ\", \"price\": \"$11.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"NEONSIGNS\\u00a0Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\", \"asin\": \"B0CT2PMW2B\", \"price\": \"$26.98\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MVY418\", \"price\": \"$22.97\"},\n {\"title\": \"Adeerus\\u00a0Genuine Leather Photo Album, 4x6 for 300 Photos, with Writing Space of 40 Writing Paper, Binder Pocket, Travel Family Wedding Kids Graduation Baby Picture Album Scrapbook, Coffee Brown\", \"asin\": \"B0DHRHT7PR\", \"price\": \"$27.99\"},\n {\"title\": \"Artmag\\u00a0Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Brown)\", \"asin\": \"B09TKMQZ86\", \"price\": \"$16.99\"},\n {\"title\": \"Rustic Ridge Leather\\u00a0Rustic Genuine Leather Scrapbook Photo Album with Gift Box - Scrapbook Style Pages - Holds 100 4x6 or 5x7 Photos - Memory Book\", \"asin\": \"B07QH2GVQ4\", \"price\": \"$39.97\"}\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\": \"2025-04-05T21:57:51.547Z\", // 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
|
2025-04-05T21:57:51.547Z
|
input
|
straw cleaning
|
rule
|
2025-04-05T21:57:51.547Z
|
train
| 2,627 |
2025-04-05T21:57:51.547Z
|
input
|
straw cleaning
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": ""
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$4.69"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"asin": "B0CT2PMW2B"
},
{
"title": "Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\uff08Hello Baby\uff09"
},
{
"price": "$26.98"
},
{
"bullet_list": "\u3010Large Capacity Photo Picture Album\u3011\u2728 Holds 200 4 x 6 photos pictures. This album contains 50 clear PVC pages with 2 photo pockets per side (4 photo pockets per page), and give away 30 writable pieces of paper on which you can record the story of the picture. \u3010Genuine Leather\u3011\u2728Photo album cover lining is made of genuine leather with nice and smooth texture, really soft & comfortable to touch. No Chemical Smell, Only Natural Leather Smell. Compared with other leather photo albums, our photo album is more durable and can be preserved for a long time, it will accompany you to record precious moments and the beauty of life. \u3010Refillable Design\u3011\u2728 Each Leather photo album come with high quality standard 6 rings Binder, you can change the position of the paper at will. \u3010IDEAL SIZE\u3011\u2728 10 x 8.5 inches. This journal photo album can be easily carried in your journey or put it home as a decoration. \u3010PERFECT AS A GIFT\u3011\u2728 The details of this journal photo album set make it a wonderful gift for families and friends. Keep the memories of your family life, friendship and sparkle thoughts. Ideal gift for Valentine's Day, Christmas, Anniversary, Mother's Day, Thanksgiving Day, Birthday, Graduation and so on. It could also be used as Travel Record, Wedding Album, Baby row Album. A memory book of your own journey."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Hello Baby"
}
],
"promotion_items": [
{"title": "Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MVY418", "price": "$22.97", "quantity": ""},
{"title": "Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MXJWQB", "price": "$22.97", "quantity": ""},
{"title": "Artmag Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Pink)", "asin": "B09TKQV1PJ", "price": "$16.99", "quantity": ""},
{"title": "Photo Album 4x6, 56 Pockets Small Picture Book Aesthetic Mountain Sunset, Personali...", "asin": "B0DBVDLBY1", "price": "$11.99", "quantity": ""},
{"title": "Large Vintage Leather Photo Album with Buckle Closure - Scrapbook Style Pages, Gift...", "asin": "B0BYB9ST1J", "price": "$69.97", "quantity": ""},
{"title": "Magnetic Self-Stick Page Photo Album, Family Album, Leather Cover, Hand Made DIY Al...", "asin": "B07D5YXXJF", "price": "$25.99", "quantity": ""},
{"title": "Fintie Photo Album 4x6 Photos - 52 Pockets Small Mini Capacity Premium Vegan Leather Cover, Portable Wallet Albums for Family Wedding Boys Girls, Lilac Marble", "asin": "B0BBLVQFDZ", "price": "$11.99", "quantity": ""}
],
"comparison_items": [
{"title": "NEONSIGNS\u00a0Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\uff08Hello Baby\uff09", "asin": "B0CT2PMW2B", "price": "$26.98"},
{"title": "OBTAIN\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MXJWQB", "price": "$22.97"},
{"title": "OBTAIN\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MVY418", "price": "$22.97"},
{"title": "Adeerus\u00a0Genuine Leather Photo Album, 4x6 for 300 Photos, with Writing Space of 40 Writing Paper, Binder Pocket, Travel Family Wedding Kids Graduation Baby Picture Album Scrapbook, Coffee Brown", "asin": "B0DHRHT7PR", "price": "$27.99"},
{"title": "Artmag\u00a0Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Brown)", "asin": "B09TKMQZ86", "price": "$16.99"},
{"title": "Rustic Ridge Leather\u00a0Rustic Genuine Leather Scrapbook Photo Album with Gift Box - Scrapbook Style Pages - Holds 100 4x6 or 5x7 Photos - Memory Book", "asin": "B07QH2GVQ4", "price": "$39.97"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-05T21:57:51.547Z", // 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>straw cleaning</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>straw cleaning</answer_argument>",
"index": 2627,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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 \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CT2PMW2B\"\n},\n {\n \"title\": \"Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\"\n},\n {\n \"price\": \"$26.98\"\n},\n {\n \"bullet_list\": \"\\u3010Large Capacity Photo Picture Album\\u3011\\u2728 Holds 200 4 x 6 photos pictures. This album contains 50 clear PVC pages with 2 photo pockets per side (4 photo pockets per page), and give away 30 writable pieces of paper on which you can record the story of the picture. \\u3010Genuine Leather\\u3011\\u2728Photo album cover lining is made of genuine leather with nice and smooth texture, really soft & comfortable to touch. No Chemical Smell, Only Natural Leather Smell. Compared with other leather photo albums, our photo album is more durable and can be preserved for a long time, it will accompany you to record precious moments and the beauty of life. \\u3010Refillable Design\\u3011\\u2728 Each Leather photo album come with high quality standard 6 rings Binder, you can change the position of the paper at will. \\u3010IDEAL SIZE\\u3011\\u2728 10 x 8.5 inches. This journal photo album can be easily carried in your journey or put it home as a decoration. \\u3010PERFECT AS A GIFT\\u3011\\u2728 The details of this journal photo album set make it a wonderful gift for families and friends. Keep the memories of your family life, friendship and sparkle thoughts. Ideal gift for Valentine's Day, Christmas, Anniversary, Mother's Day, Thanksgiving Day, Birthday, Graduation and so on. It could also be used as Travel Record, Wedding Album, Baby row Album. A memory book of your own journey.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Hello Baby\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MVY418\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Artmag Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Pink)\", \"asin\": \"B09TKQV1PJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Photo Album 4x6, 56 Pockets Small Picture Book Aesthetic Mountain Sunset, Personali...\", \"asin\": \"B0DBVDLBY1\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Large Vintage Leather Photo Album with Buckle Closure - Scrapbook Style Pages, Gift...\", \"asin\": \"B0BYB9ST1J\", \"price\": \"$69.97\", \"quantity\": \"\"},\n {\"title\": \"Magnetic Self-Stick Page Photo Album, Family Album, Leather Cover, Hand Made DIY Al...\", \"asin\": \"B07D5YXXJF\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Fintie Photo Album 4x6 Photos - 52 Pockets Small Mini Capacity Premium Vegan Leather Cover, Portable Wallet Albums for Family Wedding Boys Girls, Lilac Marble\", \"asin\": \"B0BBLVQFDZ\", \"price\": \"$11.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"NEONSIGNS\\u00a0Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\", \"asin\": \"B0CT2PMW2B\", \"price\": \"$26.98\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MVY418\", \"price\": \"$22.97\"},\n {\"title\": \"Adeerus\\u00a0Genuine Leather Photo Album, 4x6 for 300 Photos, with Writing Space of 40 Writing Paper, Binder Pocket, Travel Family Wedding Kids Graduation Baby Picture Album Scrapbook, Coffee Brown\", \"asin\": \"B0DHRHT7PR\", \"price\": \"$27.99\"},\n {\"title\": \"Artmag\\u00a0Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Brown)\", \"asin\": \"B09TKMQZ86\", \"price\": \"$16.99\"},\n {\"title\": \"Rustic Ridge Leather\\u00a0Rustic Genuine Leather Scrapbook Photo Album with Gift Box - Scrapbook Style Pages - Holds 100 4x6 or 5x7 Photos - Memory Book\", \"asin\": \"B07QH2GVQ4\", \"price\": \"$39.97\"}\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\": \"2025-04-05T21:57:51.547Z\", // 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"straw cleaning\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CT2PMW2B\"\n},\n {\n \"title\": \"Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\"\n},\n {\n \"price\": \"$26.98\"\n},\n {\n \"bullet_list\": \"\\u3010Large Capacity Photo Picture Album\\u3011\\u2728 Holds 200 4 x 6 photos pictures. This album contains 50 clear PVC pages with 2 photo pockets per side (4 photo pockets per page), and give away 30 writable pieces of paper on which you can record the story of the picture. \\u3010Genuine Leather\\u3011\\u2728Photo album cover lining is made of genuine leather with nice and smooth texture, really soft & comfortable to touch. No Chemical Smell, Only Natural Leather Smell. Compared with other leather photo albums, our photo album is more durable and can be preserved for a long time, it will accompany you to record precious moments and the beauty of life. \\u3010Refillable Design\\u3011\\u2728 Each Leather photo album come with high quality standard 6 rings Binder, you can change the position of the paper at will. \\u3010IDEAL SIZE\\u3011\\u2728 10 x 8.5 inches. This journal photo album can be easily carried in your journey or put it home as a decoration. \\u3010PERFECT AS A GIFT\\u3011\\u2728 The details of this journal photo album set make it a wonderful gift for families and friends. Keep the memories of your family life, friendship and sparkle thoughts. Ideal gift for Valentine's Day, Christmas, Anniversary, Mother's Day, Thanksgiving Day, Birthday, Graduation and so on. It could also be used as Travel Record, Wedding Album, Baby row Album. A memory book of your own journey.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Hello Baby\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MVY418\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Artmag Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Pink)\", \"asin\": \"B09TKQV1PJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Photo Album 4x6, 56 Pockets Small Picture Book Aesthetic Mountain Sunset, Personali...\", \"asin\": \"B0DBVDLBY1\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Large Vintage Leather Photo Album with Buckle Closure - Scrapbook Style Pages, Gift...\", \"asin\": \"B0BYB9ST1J\", \"price\": \"$69.97\", \"quantity\": \"\"},\n {\"title\": \"Magnetic Self-Stick Page Photo Album, Family Album, Leather Cover, Hand Made DIY Al...\", \"asin\": \"B07D5YXXJF\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Fintie Photo Album 4x6 Photos - 52 Pockets Small Mini Capacity Premium Vegan Leather Cover, Portable Wallet Albums for Family Wedding Boys Girls, Lilac Marble\", \"asin\": \"B0BBLVQFDZ\", \"price\": \"$11.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"NEONSIGNS\\u00a0Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\", \"asin\": \"B0CT2PMW2B\", \"price\": \"$26.98\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MVY418\", \"price\": \"$22.97\"},\n {\"title\": \"Adeerus\\u00a0Genuine Leather Photo Album, 4x6 for 300 Photos, with Writing Space of 40 Writing Paper, Binder Pocket, Travel Family Wedding Kids Graduation Baby Picture Album Scrapbook, Coffee Brown\", \"asin\": \"B0DHRHT7PR\", \"price\": \"$27.99\"},\n {\"title\": \"Artmag\\u00a0Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Brown)\", \"asin\": \"B09TKMQZ86\", \"price\": \"$16.99\"},\n {\"title\": \"Rustic Ridge Leather\\u00a0Rustic Genuine Leather Scrapbook Photo Album with Gift Box - Scrapbook Style Pages - Holds 100 4x6 or 5x7 Photos - Memory Book\", \"asin\": \"B07QH2GVQ4\", \"price\": \"$39.97\"}\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\": \"2025-04-05T21:57:51.584Z\", // 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
|
2025-04-05T21:57:51.584Z
|
click
|
suggested_term
|
rule
|
2025-04-05T21:57:51.584Z
|
train
| 2,628 |
2025-04-05T21:57:51.584Z
|
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": "2025-04-05T21:57:51.547Z", "action": "input", "action_argument": "straw cleaning"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "straw cleaning"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$4.69"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"asin": "B0CT2PMW2B"
},
{
"title": "Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\uff08Hello Baby\uff09"
},
{
"price": "$26.98"
},
{
"bullet_list": "\u3010Large Capacity Photo Picture Album\u3011\u2728 Holds 200 4 x 6 photos pictures. This album contains 50 clear PVC pages with 2 photo pockets per side (4 photo pockets per page), and give away 30 writable pieces of paper on which you can record the story of the picture. \u3010Genuine Leather\u3011\u2728Photo album cover lining is made of genuine leather with nice and smooth texture, really soft & comfortable to touch. No Chemical Smell, Only Natural Leather Smell. Compared with other leather photo albums, our photo album is more durable and can be preserved for a long time, it will accompany you to record precious moments and the beauty of life. \u3010Refillable Design\u3011\u2728 Each Leather photo album come with high quality standard 6 rings Binder, you can change the position of the paper at will. \u3010IDEAL SIZE\u3011\u2728 10 x 8.5 inches. This journal photo album can be easily carried in your journey or put it home as a decoration. \u3010PERFECT AS A GIFT\u3011\u2728 The details of this journal photo album set make it a wonderful gift for families and friends. Keep the memories of your family life, friendship and sparkle thoughts. Ideal gift for Valentine's Day, Christmas, Anniversary, Mother's Day, Thanksgiving Day, Birthday, Graduation and so on. It could also be used as Travel Record, Wedding Album, Baby row Album. A memory book of your own journey."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Hello Baby"
}
],
"promotion_items": [
{"title": "Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MVY418", "price": "$22.97", "quantity": ""},
{"title": "Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MXJWQB", "price": "$22.97", "quantity": ""},
{"title": "Artmag Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Pink)", "asin": "B09TKQV1PJ", "price": "$16.99", "quantity": ""},
{"title": "Photo Album 4x6, 56 Pockets Small Picture Book Aesthetic Mountain Sunset, Personali...", "asin": "B0DBVDLBY1", "price": "$11.99", "quantity": ""},
{"title": "Large Vintage Leather Photo Album with Buckle Closure - Scrapbook Style Pages, Gift...", "asin": "B0BYB9ST1J", "price": "$69.97", "quantity": ""},
{"title": "Magnetic Self-Stick Page Photo Album, Family Album, Leather Cover, Hand Made DIY Al...", "asin": "B07D5YXXJF", "price": "$25.99", "quantity": ""},
{"title": "Fintie Photo Album 4x6 Photos - 52 Pockets Small Mini Capacity Premium Vegan Leather Cover, Portable Wallet Albums for Family Wedding Boys Girls, Lilac Marble", "asin": "B0BBLVQFDZ", "price": "$11.99", "quantity": ""}
],
"comparison_items": [
{"title": "NEONSIGNS\u00a0Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\uff08Hello Baby\uff09", "asin": "B0CT2PMW2B", "price": "$26.98"},
{"title": "OBTAIN\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MXJWQB", "price": "$22.97"},
{"title": "OBTAIN\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MVY418", "price": "$22.97"},
{"title": "Adeerus\u00a0Genuine Leather Photo Album, 4x6 for 300 Photos, with Writing Space of 40 Writing Paper, Binder Pocket, Travel Family Wedding Kids Graduation Baby Picture Album Scrapbook, Coffee Brown", "asin": "B0DHRHT7PR", "price": "$27.99"},
{"title": "Artmag\u00a0Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Brown)", "asin": "B09TKMQZ86", "price": "$16.99"},
{"title": "Rustic Ridge Leather\u00a0Rustic Genuine Leather Scrapbook Photo Album with Gift Box - Scrapbook Style Pages - Holds 100 4x6 or 5x7 Photos - Memory Book", "asin": "B07QH2GVQ4", "price": "$39.97"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-05T21:57:51.584Z", // 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": 2628,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"straw cleaning\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CT2PMW2B\"\n},\n {\n \"title\": \"Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\"\n},\n {\n \"price\": \"$26.98\"\n},\n {\n \"bullet_list\": \"\\u3010Large Capacity Photo Picture Album\\u3011\\u2728 Holds 200 4 x 6 photos pictures. This album contains 50 clear PVC pages with 2 photo pockets per side (4 photo pockets per page), and give away 30 writable pieces of paper on which you can record the story of the picture. \\u3010Genuine Leather\\u3011\\u2728Photo album cover lining is made of genuine leather with nice and smooth texture, really soft & comfortable to touch. No Chemical Smell, Only Natural Leather Smell. Compared with other leather photo albums, our photo album is more durable and can be preserved for a long time, it will accompany you to record precious moments and the beauty of life. \\u3010Refillable Design\\u3011\\u2728 Each Leather photo album come with high quality standard 6 rings Binder, you can change the position of the paper at will. \\u3010IDEAL SIZE\\u3011\\u2728 10 x 8.5 inches. This journal photo album can be easily carried in your journey or put it home as a decoration. \\u3010PERFECT AS A GIFT\\u3011\\u2728 The details of this journal photo album set make it a wonderful gift for families and friends. Keep the memories of your family life, friendship and sparkle thoughts. Ideal gift for Valentine's Day, Christmas, Anniversary, Mother's Day, Thanksgiving Day, Birthday, Graduation and so on. It could also be used as Travel Record, Wedding Album, Baby row Album. A memory book of your own journey.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Hello Baby\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MVY418\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Artmag Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Pink)\", \"asin\": \"B09TKQV1PJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Photo Album 4x6, 56 Pockets Small Picture Book Aesthetic Mountain Sunset, Personali...\", \"asin\": \"B0DBVDLBY1\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Large Vintage Leather Photo Album with Buckle Closure - Scrapbook Style Pages, Gift...\", \"asin\": \"B0BYB9ST1J\", \"price\": \"$69.97\", \"quantity\": \"\"},\n {\"title\": \"Magnetic Self-Stick Page Photo Album, Family Album, Leather Cover, Hand Made DIY Al...\", \"asin\": \"B07D5YXXJF\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Fintie Photo Album 4x6 Photos - 52 Pockets Small Mini Capacity Premium Vegan Leather Cover, Portable Wallet Albums for Family Wedding Boys Girls, Lilac Marble\", \"asin\": \"B0BBLVQFDZ\", \"price\": \"$11.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"NEONSIGNS\\u00a0Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\", \"asin\": \"B0CT2PMW2B\", \"price\": \"$26.98\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MVY418\", \"price\": \"$22.97\"},\n {\"title\": \"Adeerus\\u00a0Genuine Leather Photo Album, 4x6 for 300 Photos, with Writing Space of 40 Writing Paper, Binder Pocket, Travel Family Wedding Kids Graduation Baby Picture Album Scrapbook, Coffee Brown\", \"asin\": \"B0DHRHT7PR\", \"price\": \"$27.99\"},\n {\"title\": \"Artmag\\u00a0Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Brown)\", \"asin\": \"B09TKMQZ86\", \"price\": \"$16.99\"},\n {\"title\": \"Rustic Ridge Leather\\u00a0Rustic Genuine Leather Scrapbook Photo Album with Gift Box - Scrapbook Style Pages - Holds 100 4x6 or 5x7 Photos - Memory Book\", \"asin\": \"B07QH2GVQ4\", \"price\": \"$39.97\"}\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\": \"2025-04-05T21:57:51.584Z\", // 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"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\": \"dawn straw cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Dawn Straw Cleaning Brush for Reusable Straws, 4 pack\", \"asin\": \"B07768469W\", \"price\": \"$4.18\", \"quantity\": \"\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\\n1 Count (Pack of 1)\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 8.2-ihch 10 Different Diameters Set of 10\", \"asin\": \"B07RZLY272\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\\n4 Count (Pack of 1)\", \"asin\": \"B07RZQP8BQ\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Green\", \"asin\": \"B0CS2X34Q4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 8-ihch 10 Different Diameters Set of 10\", \"asin\": \"B07MBT6N53\", \"price\": \"$9.90\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Bottle Brush Kit, Innovative Push-Press Design for Better Cleaning - Baby Bottle Cleaner Brush for Baby Bottle, Breast Pumps, Nipples, and More - Can Generate Foam for Better Cleaning, Pink\", \"asin\": \"B0D9Y3MSDY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses\", \"asin\": \"B08L4ZL1GJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA Toilet Bowl Brush and Holder, Premium Quality, with Solid Handle and Durable Bristles for Bathroom Cleaning, White, 1 Pack\", \"asin\": \"B08TM4WH2Q\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 8.2-ihch 10 Different Diameters Set of 10\", \"asin\": \"B07RZLY272\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Heavy-Duty Straw Cleaner Brush Set \\u2013 10-Inch, 4 Pack with 4 Diameters (Perfect for Thin to Smoothie Straws), Full Coverage Bristles, Ergonomic Grip Handle\", \"asin\": \"B0BL2QHWMB\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White\", \"asin\": \"B0CMXCJQR8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Cleaning Brush Kit \\u2013 Household Cleaning Brushes for Bottles and Crevices \\u2013 Food-Grade Silicone: Dishwasher Safe (Brush-Grey)\", \"asin\": \"B0CQPQH88H\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Baby Bottle Brush and Straw Cleaner Brush Set, Extra Long Double-Ended Soft Silicone Brush Cleaner for Baby Bottles, Water Bottles, Cups, Breast Pumps, Detachable & Hangable\", \"asin\": \"B0CKNLP5K4\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaning Brush for Reusable Straws, 4 pack\", \"asin\": \"B07768469W\", \"price\": \"$4.18\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $100\"},\n {\"title\": \"Hydration Cleaning Kit, Bottle Brush and Straw Brush, Water Bottles, Coffee Mugs, Baby Bottles\", \"asin\": \"B079HHJSJM\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush Extend 12 inch, Extra Wide 12mm diam Pipe Cleaners, Extra Long Straw Brush for Sippy Cup, Water Bottle and Tubes, Drinking Straw Cleaning Brush Set 10 Pack\", \"asin\": \"B09MH2HKYZ\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Heavy-Duty Straw Cleaner Brush Set \\u2013 10-Inch, 4 Pack with 4 Diameters (Perfect for Thin to Smoothie Straws), Full Coverage Bristles, Ergonomic Grip Handle\", \"asin\": \"B0BL2QHWMB\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Insulation Bottle Cleaning Tools, Mutipurpose Tiny Silicone Cup Holder Cleaner, Home Kitchen Cleaning Tools\", \"asin\": \"B0BL3CWYJC\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Bottle Brush Tube Cleaning Lab Set with Long Handle, Cup Cleaner for Washing Narrow Neck Beer Wine Decanter Pipes Lids Sinks Cap Covers, White\", \"asin\": \"B086D7SX8K\", \"price\": \"$8.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Bottle Brush Kit, Innovative Push-Press Design for Better Cleaning - Baby Bottle Cleaner Brush for Baby Bottle, Breast Pumps, Nipples, and More - Can Generate Foam for Better Cleaning, Pink\", \"asin\": \"B0D9Y3MSDY\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\", \"asin\": \"B07RZQP8BQ\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\", \"asin\": \"B0CZHTR5WZ\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush for Stanley, 6Pcs Reusable Extra Long Straw Cleaner for 40/30/20 oz Stanley Mug, 10mm Wide Drinking Straw Cleaning Brush for Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0CRNVKCV4\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 8-ihch 10 Different Diameters Set of 10\", \"asin\": \"B07MBT6N53\", \"price\": \"$9.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Crevice Cleaning Brush, New Multifunctional Gap Cleaning Brush Tool, Bathroom Gap Brush, Grout Cleaner Brush Hard Bristle Crevice Cleaning Brush,6Pcs\", \"asin\": \"B0CGWMK9S1\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"9-Piece Straw Cleaner Brush Kit for Stanley - (3-Size) Extra Long Pipe Cleaners, Straw Cleaning Brush for Tumbler, Sippy Cup, Bottle and Tube\", \"asin\": \"B06XDK78GQ\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses\", \"asin\": \"B08L4ZL1GJ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Straw Cleaner Brush for Stanley, 2Pcs Reusable Straws Brush Extra Long for Cleaning Stanley Cup 40/30/20 oz and Glass Metal Smoothie Straws, Handle Soft and Bendable, 6mm+9mm, Pink\", \"asin\": \"B0DLJT4DXD\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack\", \"asin\": \"B08Z6X231C\", \"price\": \"$9.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Straw Cleaner Brush Set, 8-Piece Long Cleaning Brush for Straws on Tumbler, Water Bottle, Sippy Cup, and Pipes, Tubes or Hummingbird\\u2002Feeders\", \"asin\": \"B01DZVRY22\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 10-ihch X 2/5-inch Set of 10\", \"asin\": \"B08MW3VRQL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Brite by Scotch-Brite Limited Edition 2-in-1 Straw and Bottle Brush Set, Sleek and Stylish Bottle Cleaner Brush with 360-Degree Bristles and Hidden Straw Brush\", \"asin\": \"B0DFQLSF95\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Reusable Straw Cleaning Brush Set,8Pcs Long Straw Cleaner Brush Extend 12 inch,Drinking Straw Cleaning Brush for Straws on Tumbler Sippy Cup and Pipes\", \"asin\": \"B0DBC2TSG8\", \"price\": \"$6.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2 Drinking Straw Cleaning Brush Long - Bristle Cleaner for Stainless Steel Drink Straws Heavy Duty Brushes for Washing Glass Silicone Metal Straws Tea Pot Spout Mini Micro Bottle\", \"asin\": \"B00DKDOKEG\", \"price\": \"$3.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"4-Pack Metal Straw Cleaner - Extra Long Stainless Steel Brush for Cleaning Reusable Drinking Straws, Water Bottles and Pipes (12 in)\", \"asin\": \"B07BF8NJN6\", \"price\": \"$4.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2 Pack Straw Cleaner Brush, Reusable Metal Handles Straw Cleaner Brush Extra Long for Stanley Mug 40, 30, 20 oz, 10mm Wide Straw Cleaner Brush for Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0DJVNDQ1N\", \"price\": \"$3.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Good Grips Water Bottle Cleaning Set,Blue\", \"asin\": \"B008HMF9LS\", \"price\": \"$11.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\", \"asin\": \"B0CZHTR5WZ\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Extra Long Straw Cleaner Brush,Reusable and Soft Silicone Straw Cleaning Brush to Clean Crevice(Blue)\", \"asin\": \"B0CH7SGPH6\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Straw Brush 4 Pack - (2 Small, 2 Wide) - 10 Inches Reusable Straw Cleaner, Pipe Cleaners, Straw Cleaning Tool for Drinking Straws, Pipes, Tubes, Glass and Detailing (Turquoise)\", \"asin\": \"B0BR2BGY3G\", \"price\": \"$6.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Soap Dispensing Dish Brush for Dawn Trigger Disign Kitchen\", \"asin\": \"B0DJ27TMFF\", \"price\": \"$11.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush Extra Long 13 inch for Stanley Yeti Tumbler Cup Straw Cleaner Brush Kit and 3 in 1 Cup Lid Cleaning Brush Multifunctional Water Bottle Brushes for Cleaning\", \"asin\": \"B0D88Y4MHM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Dish Brush with Soft Nylon Bristles and Scraper, Blue/White\", \"asin\": \"B005RY6WQA\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\", \"asin\": \"B07RZQP8BQ\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Long Straw Brush, Nylon Flexible,Reusable Pipe Tube Cleaner 12-ihch X 2/5-inch set of 10\", \"asin\": \"B07PWRP7SZ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 8.2-ihch 10 Different Diameters Set of 10\", \"asin\": \"B07RZLY272\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pack Bottle Brush, Straw Cleaner Brush & Water Bottle Brush ,15in Stainless Steel Bottle Brush, 3 Straw Brushes, for Water Bottle, Coffee Mugs,Flask, Straws,Round Head-Blue\", \"asin\": \"B0CZ6GKBFF\", \"price\": \"$9.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 10-ihch X 2/5-inch Set of 10\", \"asin\": \"B07DNNT27X\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"[3 Pack] Bottle Brush, Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush with Straw & Lid Brushes for Sports Water Bottles, Cups, Coffee Mugs, Glasswares, Tumblers, Wine Decanters\", \"asin\": \"B0DMVBT3L5\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Nylon Straw Cleaner Brushes \\u2013 Fan-Shaped End for Tight Spaces, Ideal for Reusable Straws, Water Bottles, Sippy Cups & Pipes \\u2013 Includes Zippered Pouch \\u2013 10\\\" Long \\u2013 Set of 3\", \"asin\": \"B0CRLW8RLK\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"10 Pack Straw Cleaner Straw Cleaner Brush for Straws on Stanley 40oz/30oz/20oz, Yeti Tumbler, Owala Water Bottle, Sippy Cup,Pipes, Tubes,Coffee Cup- Reusable Thin Straw Cleaner Kit Accessories 8 inch\", \"asin\": \"B0D2L1LDLV\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"12-Pack Extra Long Straw Cleaning Brushes for Stanley Tumbler 40/30/20 oz, 12\\\" Reusable 2 Different Diameters Brush Set Thin to Smoothie Straws Brushes, Heavy Duty Wide Straw Cleaning Brush\", \"asin\": \"B0CSXW666H\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3-in-1 Water Bottle & Cup Lid Brush Cleaner Kit - Multifunctional Gap Cleaning Brush for Lids, Bottles, Straws | 3-Piece Set for Home, Travel (Bottle Brush Cleaner Tools)\", \"asin\": \"B0D9WDGCK4\", \"price\": \"$5.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Mini Kitchen Brush\", \"asin\": \"B008VSXFKA\", \"price\": \"$7.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Straw Clean Brush Extra Long 12 Inch Straw Tube Brushes for Cleaning, Reusable Drinking Straw Cleaner Brush Set, Glass Pipe Cleaning Brush\", \"asin\": \"B0D9H6GH24\", \"price\": \"$8.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Mini Kitchen Brush (235081)\", \"asin\": \"B078J712P6\", \"price\": \"$7.68\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Straw Cleaner Brush for Stanley, 10Pcs Extra Long Straw Cleaning Brush for 40oz 30oz 20oz 14oz Stanley Mug and Cleaning More Glass, Stainless,Bottle and Silicone Straw\", \"asin\": \"B0DJDDS3ML\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush for Stanley Extra Long 12 inch, Extra Wide 12mm diam Straw Brushes for 40/30/20 oz Stanley Mug, Straw Cleaning Brush for Tubes, Water Cup, Extra Long Straw Brush Set 10 Pack\", \"asin\": \"B09NXR6RYB\", \"price\": \"$3.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brushes Sets, 12 Pieces 8.2 Inch Botthle Cleaning Brush and Nylon Tube Brush Brush Kit for Sippy Cup, Tumbler, Water Bottle, Drinking Straw (Black)\", \"asin\": \"B0C498CT4W\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Brush Cleaner Set, 14\\\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Cleaner Brush, Bottle Cleaning Brush for Water Bottle, Cups, Baby Bottle, Straws Black\", \"asin\": \"B0CX1QZKXR\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Heavy Duty Straw Cleaner Brush Set, 4 Pcs Extra Long Stainless Steel Brush 8 Inch Full Bristle Coverage Large Grip Handle Straw Cleaning Brush for Tumbler Sippy Cup and Bottle Tube\", \"asin\": \"B0D8F2WXXK\", \"price\": \"$3.79\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Water Bottle Cleaning Kit, Brush and Straw Cleaner for Owala, 5 PCS\", \"asin\": \"B0DXKWZT2D\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pcs Straw Cleaner Brush, 11.8 Inch Reusable Extra Long Straw Cleaner,12 mm Wide Drinking Straw Cleaning Brush for Cup, Water Bottle, Tubes, Pipe\", \"asin\": \"B0DJTSF51F\", \"price\": \"$2.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush Set, 10 Pieces 10 Inch Stainless Steel Handle Straw Brush Set, Extra Long Straw Brush for Tumbler, Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0C2T8DHB9\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"6 Pack Bottle Brush Set, 14\\\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Brushes, 3-in-1 Bottle Cleaning Brush for Water Bottle, Baby Bottle, Straws Black\", \"asin\": \"B0C1S8WP4X\", \"price\": \"$8.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 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\": \"2025-04-05T21:58:39.527Z\", // 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
|
2025-04-05T21:58:39.527Z
|
click_product
|
B0CS2X34Q4
|
rule
|
2025-04-05T21:58:39.527Z
|
train
| 2,629 |
2025-04-05T21:58:39.527Z
|
click_product
|
B0CS2X34Q4
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-05T21:57:51.547Z", "action": "input", "action_argument": "straw cleaning"}
{"timestamp": "2025-04-05T21:57:51.584Z", "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": "dawn straw cleaning brush"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$4.69"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"promotion_items": [
{"title": "Dawn Straw Cleaning Brush for Reusable Straws, 4 pack", "asin": "B07768469W", "price": "$4.18", "quantity": ""},
{"title": "12.5\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\n1 Count (Pack of 1)", "asin": "B07CLDNYWH", "price": "$13.49", "quantity": ""},
{"title": "Long Straw Brush, Nylon Pipe Tube Cleaner 8.2-ihch 10 Different Diameters Set of 10", "asin": "B07RZLY272", "price": "$9.99", "quantity": ""},
{"title": "Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\n4 Count (Pack of 1)", "asin": "B07RZQP8BQ", "price": "$9.95", "quantity": ""},
{"title": "Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Green", "asin": "B0CS2X34Q4", "price": "$17.99", "quantity": ""},
{"title": "Long Straw Brush, Nylon Pipe Tube Cleaner 8-ihch 10 Different Diameters Set of 10", "asin": "B07MBT6N53", "price": "$9.90", "quantity": ""},
{"title": "Momcozy Bottle Brush Kit, Innovative Push-Press Design for Better Cleaning - Baby Bottle Cleaner Brush for Baby Bottle, Breast Pumps, Nipples, and More - Can Generate Foam for Better Cleaning, Pink", "asin": "B0D9Y3MSDY", "price": "$19.99", "quantity": ""},
{"title": "MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews", "asin": "B08HMZZLZT", "price": "$19.99", "quantity": ""},
{"title": "MR.SIGA Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses", "asin": "B08L4ZL1GJ", "price": "$16.99", "quantity": ""},
{"title": "Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "quantity": ""},
{"title": "MR.SIGA Toilet Bowl Brush and Holder, Premium Quality, with Solid Handle and Durable Bristles for Bathroom Cleaning, White, 1 Pack", "asin": "B08TM4WH2Q", "price": "$19.99", "quantity": ""},
{"title": "Long Straw Brush, Nylon Pipe Tube Cleaner 8.2-ihch 10 Different Diameters Set of 10", "asin": "B07RZLY272", "price": "$9.99", "quantity": ""}
],
"search_results": [
{"title": "5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews", "asin": "B08HMZZLZT", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Heavy-Duty Straw Cleaner Brush Set \u2013 10-Inch, 4 Pack with 4 Diameters (Perfect for Thin to Smoothie Straws), Full Coverage Bristles, Ergonomic Grip Handle", "asin": "B0BL2QHWMB", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White", "asin": "B0CMXCJQR8", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Silicone Cleaning Brush Kit \u2013 Household Cleaning Brushes for Bottles and Crevices \u2013 Food-Grade Silicone: Dishwasher Safe (Brush-Grey)", "asin": "B0CQPQH88H", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Baby Bottle Brush and Straw Cleaner Brush Set, Extra Long Double-Ended Soft Silicone Brush Cleaner for Baby Bottles, Water Bottles, Cups, Breast Pumps, Detachable & Hangable", "asin": "B0CKNLP5K4", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Straw Cleaning Brush for Reusable Straws, 4 pack", "asin": "B07768469W", "price": "$4.18", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $100"},
{"title": "Hydration Cleaning Kit, Bottle Brush and Straw Brush, Water Bottles, Coffee Mugs, Baby Bottles", "asin": "B079HHJSJM", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Straw Cleaner Brush Extend 12 inch, Extra Wide 12mm diam Pipe Cleaners, Extra Long Straw Brush for Sippy Cup, Water Bottle and Tubes, Drinking Straw Cleaning Brush Set 10 Pack", "asin": "B09MH2HKYZ", "price": "$3.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Heavy-Duty Straw Cleaner Brush Set \u2013 10-Inch, 4 Pack with 4 Diameters (Perfect for Thin to Smoothie Straws), Full Coverage Bristles, Ergonomic Grip Handle", "asin": "B0BL2QHWMB", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Insulation Bottle Cleaning Tools, Mutipurpose Tiny Silicone Cup Holder Cleaner, Home Kitchen Cleaning Tools", "asin": "B0BL3CWYJC", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Bottle Brush Tube Cleaning Lab Set with Long Handle, Cup Cleaner for Washing Narrow Neck Beer Wine Decanter Pipes Lids Sinks Cap Covers, White", "asin": "B086D7SX8K", "price": "$8.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Bottle Brush Kit, Innovative Push-Press Design for Better Cleaning - Baby Bottle Cleaner Brush for Baby Bottle, Breast Pumps, Nipples, and More - Can Generate Foam for Better Cleaning, Pink", "asin": "B0D9Y3MSDY", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles", "asin": "B07RZQP8BQ", "price": "$9.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles", "asin": "B0CZHTR5WZ", "price": "$9.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Straw Cleaner Brush for Stanley, 6Pcs Reusable Extra Long Straw Cleaner for 40/30/20 oz Stanley Mug, 10mm Wide Drinking Straw Cleaning Brush for Sippy Cup, Water Bottle and Tubes", "asin": "B0CRNVKCV4", "price": "$3.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Long Straw Brush, Nylon Pipe Tube Cleaner 8-ihch 10 Different Diameters Set of 10", "asin": "B07MBT6N53", "price": "$9.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Crevice Cleaning Brush, New Multifunctional Gap Cleaning Brush Tool, Bathroom Gap Brush, Grout Cleaner Brush Hard Bristle Crevice Cleaning Brush,6Pcs", "asin": "B0CGWMK9S1", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "9-Piece Straw Cleaner Brush Kit for Stanley - (3-Size) Extra Long Pipe Cleaners, Straw Cleaning Brush for Tumbler, Sippy Cup, Bottle and Tube", "asin": "B06XDK78GQ", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "12.5\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers", "asin": "B07CLDNYWH", "price": "$13.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses", "asin": "B08L4ZL1GJ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Silicone Straw Cleaner Brush for Stanley, 2Pcs Reusable Straws Brush Extra Long for Cleaning Stanley Cup 40/30/20 oz and Glass Metal Smoothie Straws, Handle Soft and Bendable, 6mm+9mm, Pink", "asin": "B0DLJT4DXD", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack", "asin": "B08Z6X231C", "price": "$9.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Straw Cleaner Brush Set, 8-Piece Long Cleaning Brush for Straws on Tumbler, Water Bottle, Sippy Cup, and Pipes, Tubes or Hummingbird\u2002Feeders", "asin": "B01DZVRY22", "price": "$3.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Long Straw Brush, Nylon Pipe Tube Cleaner 10-ihch X 2/5-inch Set of 10", "asin": "B08MW3VRQL", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Brite by Scotch-Brite Limited Edition 2-in-1 Straw and Bottle Brush Set, Sleek and Stylish Bottle Cleaner Brush with 360-Degree Bristles and Hidden Straw Brush", "asin": "B0DFQLSF95", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Reusable Straw Cleaning Brush Set,8Pcs Long Straw Cleaner Brush Extend 12 inch,Drinking Straw Cleaning Brush for Straws on Tumbler Sippy Cup and Pipes", "asin": "B0DBC2TSG8", "price": "$6.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2 Drinking Straw Cleaning Brush Long - Bristle Cleaner for Stainless Steel Drink Straws Heavy Duty Brushes for Washing Glass Silicone Metal Straws Tea Pot Spout Mini Micro Bottle", "asin": "B00DKDOKEG", "price": "$3.19", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "4-Pack Metal Straw Cleaner - Extra Long Stainless Steel Brush for Cleaning Reusable Drinking Straws, Water Bottles and Pipes (12 in)", "asin": "B07BF8NJN6", "price": "$4.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2 Pack Straw Cleaner Brush, Reusable Metal Handles Straw Cleaner Brush Extra Long for Stanley Mug 40, 30, 20 oz, 10mm Wide Straw Cleaner Brush for Sippy Cup, Water Bottle and Tubes", "asin": "B0DJVNDQ1N", "price": "$3.09", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Good Grips Water Bottle Cleaning Set,Blue", "asin": "B008HMF9LS", "price": "$11.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles", "asin": "B0CZHTR5WZ", "price": "$9.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Extra Long Straw Cleaner Brush,Reusable and Soft Silicone Straw Cleaning Brush to Clean Crevice(Blue)", "asin": "B0CH7SGPH6", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Silicone Straw Brush 4 Pack - (2 Small, 2 Wide) - 10 Inches Reusable Straw Cleaner, Pipe Cleaners, Straw Cleaning Tool for Drinking Straws, Pipes, Tubes, Glass and Detailing (Turquoise)", "asin": "B0BR2BGY3G", "price": "$6.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Soap Dispensing Dish Brush for Dawn Trigger Disign Kitchen", "asin": "B0DJ27TMFF", "price": "$11.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Straw Cleaner Brush Extra Long 13 inch for Stanley Yeti Tumbler Cup Straw Cleaner Brush Kit and 3 in 1 Cup Lid Cleaning Brush Multifunctional Water Bottle Brushes for Cleaning", "asin": "B0D88Y4MHM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Dish Brush with Soft Nylon Bristles and Scraper, Blue/White", "asin": "B005RY6WQA", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles", "asin": "B07RZQP8BQ", "price": "$9.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Long Straw Brush, Nylon Flexible,Reusable Pipe Tube Cleaner 12-ihch X 2/5-inch set of 10", "asin": "B07PWRP7SZ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Long Straw Brush, Nylon Pipe Tube Cleaner 8.2-ihch 10 Different Diameters Set of 10", "asin": "B07RZLY272", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "5 Pack Bottle Brush, Straw Cleaner Brush & Water Bottle Brush ,15in Stainless Steel Bottle Brush, 3 Straw Brushes, for Water Bottle, Coffee Mugs,Flask, Straws,Round Head-Blue", "asin": "B0CZ6GKBFF", "price": "$9.95", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Long Straw Brush, Nylon Pipe Tube Cleaner 10-ihch X 2/5-inch Set of 10", "asin": "B07DNNT27X", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "[3 Pack] Bottle Brush, Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush with Straw & Lid Brushes for Sports Water Bottles, Cups, Coffee Mugs, Glasswares, Tumblers, Wine Decanters", "asin": "B0DMVBT3L5", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Nylon Straw Cleaner Brushes \u2013 Fan-Shaped End for Tight Spaces, Ideal for Reusable Straws, Water Bottles, Sippy Cups & Pipes \u2013 Includes Zippered Pouch \u2013 10\" Long \u2013 Set of 3", "asin": "B0CRLW8RLK", "price": "$3.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "10 Pack Straw Cleaner Straw Cleaner Brush for Straws on Stanley 40oz/30oz/20oz, Yeti Tumbler, Owala Water Bottle, Sippy Cup,Pipes, Tubes,Coffee Cup- Reusable Thin Straw Cleaner Kit Accessories 8 inch", "asin": "B0D2L1LDLV", "price": "$3.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "12-Pack Extra Long Straw Cleaning Brushes for Stanley Tumbler 40/30/20 oz, 12\" Reusable 2 Different Diameters Brush Set Thin to Smoothie Straws Brushes, Heavy Duty Wide Straw Cleaning Brush", "asin": "B0CSXW666H", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "3-in-1 Water Bottle & Cup Lid Brush Cleaner Kit - Multifunctional Gap Cleaning Brush for Lids, Bottles, Straws | 3-Piece Set for Home, Travel (Bottle Brush Cleaner Tools)", "asin": "B0D9WDGCK4", "price": "$5.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Mini Kitchen Brush", "asin": "B008VSXFKA", "price": "$7.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Straw Clean Brush Extra Long 12 Inch Straw Tube Brushes for Cleaning, Reusable Drinking Straw Cleaner Brush Set, Glass Pipe Cleaning Brush", "asin": "B0D9H6GH24", "price": "$8.72", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Mini Kitchen Brush (235081)", "asin": "B078J712P6", "price": "$7.68", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Straw Cleaner Brush for Stanley, 10Pcs Extra Long Straw Cleaning Brush for 40oz 30oz 20oz 14oz Stanley Mug and Cleaning More Glass, Stainless,Bottle and Silicone Straw", "asin": "B0DJDDS3ML", "price": "$3.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Straw Cleaner Brush for Stanley Extra Long 12 inch, Extra Wide 12mm diam Straw Brushes for 40/30/20 oz Stanley Mug, Straw Cleaning Brush for Tubes, Water Cup, Extra Long Straw Brush Set 10 Pack", "asin": "B09NXR6RYB", "price": "$3.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Straw Cleaner Brushes Sets, 12 Pieces 8.2 Inch Botthle Cleaning Brush and Nylon Tube Brush Brush Kit for Sippy Cup, Tumbler, Water Bottle, Drinking Straw (Black)", "asin": "B0C498CT4W", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Bottle Brush Cleaner Set, 14\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Cleaner Brush, Bottle Cleaning Brush for Water Bottle, Cups, Baby Bottle, Straws Black", "asin": "B0CX1QZKXR", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Heavy Duty Straw Cleaner Brush Set, 4 Pcs Extra Long Stainless Steel Brush 8 Inch Full Bristle Coverage Large Grip Handle Straw Cleaning Brush for Tumbler Sippy Cup and Bottle Tube", "asin": "B0D8F2WXXK", "price": "$3.79", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Water Bottle Cleaning Kit, Brush and Straw Cleaner for Owala, 5 PCS", "asin": "B0DXKWZT2D", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "5 Pcs Straw Cleaner Brush, 11.8 Inch Reusable Extra Long Straw Cleaner,12 mm Wide Drinking Straw Cleaning Brush for Cup, Water Bottle, Tubes, Pipe", "asin": "B0DJTSF51F", "price": "$2.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Straw Cleaner Brush Set, 10 Pieces 10 Inch Stainless Steel Handle Straw Brush Set, Extra Long Straw Brush for Tumbler, Sippy Cup, Water Bottle and Tubes", "asin": "B0C2T8DHB9", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "6 Pack Bottle Brush Set, 14\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Brushes, 3-in-1 Bottle Cleaning Brush for Water Bottle, Baby Bottle, Straws Black", "asin": "B0C1S8WP4X", "price": "$8.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 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": "2025-04-05T21:58:39.527Z", // 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>B0CS2X34Q4</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0CS2X34Q4</answer_argument>",
"index": 2629,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"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\": \"dawn straw cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Dawn Straw Cleaning Brush for Reusable Straws, 4 pack\", \"asin\": \"B07768469W\", \"price\": \"$4.18\", \"quantity\": \"\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\\n1 Count (Pack of 1)\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 8.2-ihch 10 Different Diameters Set of 10\", \"asin\": \"B07RZLY272\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\\n4 Count (Pack of 1)\", \"asin\": \"B07RZQP8BQ\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Green\", \"asin\": \"B0CS2X34Q4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 8-ihch 10 Different Diameters Set of 10\", \"asin\": \"B07MBT6N53\", \"price\": \"$9.90\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Bottle Brush Kit, Innovative Push-Press Design for Better Cleaning - Baby Bottle Cleaner Brush for Baby Bottle, Breast Pumps, Nipples, and More - Can Generate Foam for Better Cleaning, Pink\", \"asin\": \"B0D9Y3MSDY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses\", \"asin\": \"B08L4ZL1GJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA Toilet Bowl Brush and Holder, Premium Quality, with Solid Handle and Durable Bristles for Bathroom Cleaning, White, 1 Pack\", \"asin\": \"B08TM4WH2Q\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 8.2-ihch 10 Different Diameters Set of 10\", \"asin\": \"B07RZLY272\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Heavy-Duty Straw Cleaner Brush Set \\u2013 10-Inch, 4 Pack with 4 Diameters (Perfect for Thin to Smoothie Straws), Full Coverage Bristles, Ergonomic Grip Handle\", \"asin\": \"B0BL2QHWMB\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White\", \"asin\": \"B0CMXCJQR8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Cleaning Brush Kit \\u2013 Household Cleaning Brushes for Bottles and Crevices \\u2013 Food-Grade Silicone: Dishwasher Safe (Brush-Grey)\", \"asin\": \"B0CQPQH88H\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Baby Bottle Brush and Straw Cleaner Brush Set, Extra Long Double-Ended Soft Silicone Brush Cleaner for Baby Bottles, Water Bottles, Cups, Breast Pumps, Detachable & Hangable\", \"asin\": \"B0CKNLP5K4\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaning Brush for Reusable Straws, 4 pack\", \"asin\": \"B07768469W\", \"price\": \"$4.18\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $100\"},\n {\"title\": \"Hydration Cleaning Kit, Bottle Brush and Straw Brush, Water Bottles, Coffee Mugs, Baby Bottles\", \"asin\": \"B079HHJSJM\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush Extend 12 inch, Extra Wide 12mm diam Pipe Cleaners, Extra Long Straw Brush for Sippy Cup, Water Bottle and Tubes, Drinking Straw Cleaning Brush Set 10 Pack\", \"asin\": \"B09MH2HKYZ\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Heavy-Duty Straw Cleaner Brush Set \\u2013 10-Inch, 4 Pack with 4 Diameters (Perfect for Thin to Smoothie Straws), Full Coverage Bristles, Ergonomic Grip Handle\", \"asin\": \"B0BL2QHWMB\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Insulation Bottle Cleaning Tools, Mutipurpose Tiny Silicone Cup Holder Cleaner, Home Kitchen Cleaning Tools\", \"asin\": \"B0BL3CWYJC\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Bottle Brush Tube Cleaning Lab Set with Long Handle, Cup Cleaner for Washing Narrow Neck Beer Wine Decanter Pipes Lids Sinks Cap Covers, White\", \"asin\": \"B086D7SX8K\", \"price\": \"$8.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Bottle Brush Kit, Innovative Push-Press Design for Better Cleaning - Baby Bottle Cleaner Brush for Baby Bottle, Breast Pumps, Nipples, and More - Can Generate Foam for Better Cleaning, Pink\", \"asin\": \"B0D9Y3MSDY\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\", \"asin\": \"B07RZQP8BQ\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\", \"asin\": \"B0CZHTR5WZ\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush for Stanley, 6Pcs Reusable Extra Long Straw Cleaner for 40/30/20 oz Stanley Mug, 10mm Wide Drinking Straw Cleaning Brush for Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0CRNVKCV4\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 8-ihch 10 Different Diameters Set of 10\", \"asin\": \"B07MBT6N53\", \"price\": \"$9.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Crevice Cleaning Brush, New Multifunctional Gap Cleaning Brush Tool, Bathroom Gap Brush, Grout Cleaner Brush Hard Bristle Crevice Cleaning Brush,6Pcs\", \"asin\": \"B0CGWMK9S1\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"9-Piece Straw Cleaner Brush Kit for Stanley - (3-Size) Extra Long Pipe Cleaners, Straw Cleaning Brush for Tumbler, Sippy Cup, Bottle and Tube\", \"asin\": \"B06XDK78GQ\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses\", \"asin\": \"B08L4ZL1GJ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Straw Cleaner Brush for Stanley, 2Pcs Reusable Straws Brush Extra Long for Cleaning Stanley Cup 40/30/20 oz and Glass Metal Smoothie Straws, Handle Soft and Bendable, 6mm+9mm, Pink\", \"asin\": \"B0DLJT4DXD\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack\", \"asin\": \"B08Z6X231C\", \"price\": \"$9.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Straw Cleaner Brush Set, 8-Piece Long Cleaning Brush for Straws on Tumbler, Water Bottle, Sippy Cup, and Pipes, Tubes or Hummingbird\\u2002Feeders\", \"asin\": \"B01DZVRY22\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 10-ihch X 2/5-inch Set of 10\", \"asin\": \"B08MW3VRQL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Brite by Scotch-Brite Limited Edition 2-in-1 Straw and Bottle Brush Set, Sleek and Stylish Bottle Cleaner Brush with 360-Degree Bristles and Hidden Straw Brush\", \"asin\": \"B0DFQLSF95\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Reusable Straw Cleaning Brush Set,8Pcs Long Straw Cleaner Brush Extend 12 inch,Drinking Straw Cleaning Brush for Straws on Tumbler Sippy Cup and Pipes\", \"asin\": \"B0DBC2TSG8\", \"price\": \"$6.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2 Drinking Straw Cleaning Brush Long - Bristle Cleaner for Stainless Steel Drink Straws Heavy Duty Brushes for Washing Glass Silicone Metal Straws Tea Pot Spout Mini Micro Bottle\", \"asin\": \"B00DKDOKEG\", \"price\": \"$3.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"4-Pack Metal Straw Cleaner - Extra Long Stainless Steel Brush for Cleaning Reusable Drinking Straws, Water Bottles and Pipes (12 in)\", \"asin\": \"B07BF8NJN6\", \"price\": \"$4.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2 Pack Straw Cleaner Brush, Reusable Metal Handles Straw Cleaner Brush Extra Long for Stanley Mug 40, 30, 20 oz, 10mm Wide Straw Cleaner Brush for Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0DJVNDQ1N\", \"price\": \"$3.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Good Grips Water Bottle Cleaning Set,Blue\", \"asin\": \"B008HMF9LS\", \"price\": \"$11.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\", \"asin\": \"B0CZHTR5WZ\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Extra Long Straw Cleaner Brush,Reusable and Soft Silicone Straw Cleaning Brush to Clean Crevice(Blue)\", \"asin\": \"B0CH7SGPH6\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Straw Brush 4 Pack - (2 Small, 2 Wide) - 10 Inches Reusable Straw Cleaner, Pipe Cleaners, Straw Cleaning Tool for Drinking Straws, Pipes, Tubes, Glass and Detailing (Turquoise)\", \"asin\": \"B0BR2BGY3G\", \"price\": \"$6.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Soap Dispensing Dish Brush for Dawn Trigger Disign Kitchen\", \"asin\": \"B0DJ27TMFF\", \"price\": \"$11.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush Extra Long 13 inch for Stanley Yeti Tumbler Cup Straw Cleaner Brush Kit and 3 in 1 Cup Lid Cleaning Brush Multifunctional Water Bottle Brushes for Cleaning\", \"asin\": \"B0D88Y4MHM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Dish Brush with Soft Nylon Bristles and Scraper, Blue/White\", \"asin\": \"B005RY6WQA\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\", \"asin\": \"B07RZQP8BQ\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Long Straw Brush, Nylon Flexible,Reusable Pipe Tube Cleaner 12-ihch X 2/5-inch set of 10\", \"asin\": \"B07PWRP7SZ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 8.2-ihch 10 Different Diameters Set of 10\", \"asin\": \"B07RZLY272\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pack Bottle Brush, Straw Cleaner Brush & Water Bottle Brush ,15in Stainless Steel Bottle Brush, 3 Straw Brushes, for Water Bottle, Coffee Mugs,Flask, Straws,Round Head-Blue\", \"asin\": \"B0CZ6GKBFF\", \"price\": \"$9.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 10-ihch X 2/5-inch Set of 10\", \"asin\": \"B07DNNT27X\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"[3 Pack] Bottle Brush, Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush with Straw & Lid Brushes for Sports Water Bottles, Cups, Coffee Mugs, Glasswares, Tumblers, Wine Decanters\", \"asin\": \"B0DMVBT3L5\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Nylon Straw Cleaner Brushes \\u2013 Fan-Shaped End for Tight Spaces, Ideal for Reusable Straws, Water Bottles, Sippy Cups & Pipes \\u2013 Includes Zippered Pouch \\u2013 10\\\" Long \\u2013 Set of 3\", \"asin\": \"B0CRLW8RLK\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"10 Pack Straw Cleaner Straw Cleaner Brush for Straws on Stanley 40oz/30oz/20oz, Yeti Tumbler, Owala Water Bottle, Sippy Cup,Pipes, Tubes,Coffee Cup- Reusable Thin Straw Cleaner Kit Accessories 8 inch\", \"asin\": \"B0D2L1LDLV\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"12-Pack Extra Long Straw Cleaning Brushes for Stanley Tumbler 40/30/20 oz, 12\\\" Reusable 2 Different Diameters Brush Set Thin to Smoothie Straws Brushes, Heavy Duty Wide Straw Cleaning Brush\", \"asin\": \"B0CSXW666H\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3-in-1 Water Bottle & Cup Lid Brush Cleaner Kit - Multifunctional Gap Cleaning Brush for Lids, Bottles, Straws | 3-Piece Set for Home, Travel (Bottle Brush Cleaner Tools)\", \"asin\": \"B0D9WDGCK4\", \"price\": \"$5.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Mini Kitchen Brush\", \"asin\": \"B008VSXFKA\", \"price\": \"$7.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Straw Clean Brush Extra Long 12 Inch Straw Tube Brushes for Cleaning, Reusable Drinking Straw Cleaner Brush Set, Glass Pipe Cleaning Brush\", \"asin\": \"B0D9H6GH24\", \"price\": \"$8.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Mini Kitchen Brush (235081)\", \"asin\": \"B078J712P6\", \"price\": \"$7.68\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Straw Cleaner Brush for Stanley, 10Pcs Extra Long Straw Cleaning Brush for 40oz 30oz 20oz 14oz Stanley Mug and Cleaning More Glass, Stainless,Bottle and Silicone Straw\", \"asin\": \"B0DJDDS3ML\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush for Stanley Extra Long 12 inch, Extra Wide 12mm diam Straw Brushes for 40/30/20 oz Stanley Mug, Straw Cleaning Brush for Tubes, Water Cup, Extra Long Straw Brush Set 10 Pack\", \"asin\": \"B09NXR6RYB\", \"price\": \"$3.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brushes Sets, 12 Pieces 8.2 Inch Botthle Cleaning Brush and Nylon Tube Brush Brush Kit for Sippy Cup, Tumbler, Water Bottle, Drinking Straw (Black)\", \"asin\": \"B0C498CT4W\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Brush Cleaner Set, 14\\\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Cleaner Brush, Bottle Cleaning Brush for Water Bottle, Cups, Baby Bottle, Straws Black\", \"asin\": \"B0CX1QZKXR\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Heavy Duty Straw Cleaner Brush Set, 4 Pcs Extra Long Stainless Steel Brush 8 Inch Full Bristle Coverage Large Grip Handle Straw Cleaning Brush for Tumbler Sippy Cup and Bottle Tube\", \"asin\": \"B0D8F2WXXK\", \"price\": \"$3.79\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Water Bottle Cleaning Kit, Brush and Straw Cleaner for Owala, 5 PCS\", \"asin\": \"B0DXKWZT2D\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pcs Straw Cleaner Brush, 11.8 Inch Reusable Extra Long Straw Cleaner,12 mm Wide Drinking Straw Cleaning Brush for Cup, Water Bottle, Tubes, Pipe\", \"asin\": \"B0DJTSF51F\", \"price\": \"$2.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush Set, 10 Pieces 10 Inch Stainless Steel Handle Straw Brush Set, Extra Long Straw Brush for Tumbler, Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0C2T8DHB9\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"6 Pack Bottle Brush Set, 14\\\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Brushes, 3-in-1 Bottle Cleaning Brush for Water Bottle, Baby Bottle, Straws Black\", \"asin\": \"B0C1S8WP4X\", \"price\": \"$8.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 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\": \"2025-04-05T21:58:39.527Z\", // 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"dawn straw cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CS2X34Q4\"\n},\n {\n \"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Green\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Best Cleaning Tool\\uff1aMomcozy 7-in-1 baby bottle brush set includes a silicone bottle brush, bottle drying rack, straw cleaner brush, nipple brush, soap dispenser, and a convenient storage box. With this set, you'll have everything you need to keep your baby's bottles clean. Foldable Drain Rack\\uff1aThe baby bottle brush set can hold many bottles & pump part at a time. The rack is stable, durable, and easy to clean, ensuring that your bottles dry quickly and efficiently. Easy To Carry\\uff1aThe portable storage bag is small, waterproof, and convenient for on-the-go use. This set is not just for bottles - it can also be used to clean teethers, soothers, pump part and other baby items. Safe & Durable\\uff1aMade of safe and durable food-grade silicone materials, this set is BPA-free. The brush head can be boiled for sterilization, providing peace of mind for parents. Best Gift for Baby\\uff1aWhether you're at home or on the go, Momcozy silicone baby bottle brush set is the perfect companion for keeping your baby's bottles clean. It also makes a thoughtful gift for friends or family with young children. Don't hesitate, get yours today!\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Classic Style\"\n},\n {\n \"Color\": \"Pink\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade ...\", \"asin\": \"B0DNQDQF6P\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Universal Baby Stroller Organizer, 2 Insulated Cup Holder, Detachable Zippered Pocket, Adjustable Shoulder Strap, Large Capacity for Baby Essentials, Compact Design Fits Any Strollers\", \"asin\": \"B0CDBTHSH2\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"haakaa Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Pea Green-1pk\", \"asin\": \"B0DJSXQ8J9\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Breast Pump - Lightweight, Portable, & Hands-Free with Baby Mouth Technolo...\", \"asin\": \"B0DHVRBN2X\", \"price\": \"$139.97\", \"quantity\": \"\"},\n {\"title\": \"7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Stra...\", \"asin\": \"B0CHJSDY5H\", \"price\": \"$11.96\", \"quantity\": \"\"},\n {\"title\": \"Bottle Brush Set -Baby Travel Essential-6 in 1 Bottle Cleaner Kit with Silicone Bot...\", \"asin\": \"B0C4GZLPD9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Baby Bottle Brush Set, Included Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Drying Rack, Blue\", \"asin\": \"B0974V68XF\", \"price\": \"$15.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Green\", \"asin\": \"B0CS2X34Q4\", \"price\": \"$17.99\"},\n {\"title\": \"Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,Drying Rack,Nipple & Straw Brushes,Soap Dispenser & Organizer Case,Ideal Gifts for Babies& Moms\", \"asin\": \"B0C2TVVLKL\", \"price\": \"$19.99\"},\n {\"title\": \"Suvast 7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Straw Cleaner Brush\\u3001Soap Dispenser\\u3001Bottle Drying Rack\\u3001Drainage Tray\\u3001Storage Box,Baby Travel Essential (White)\", \"asin\": \"B0CHJVS2KM\", \"price\": \"$13.96\"},\n {\"title\": \"Momcozy Bottle Brush Cleaning Fluid, Powerful Cleaning with Natural Foam, Suitable for Momcozy Press Foaming Clean Bottle Brush Set, 11.9 Ounces\", \"asin\": \"B0D5XW8KSD\", \"price\": \"$12.99\"},\n {\"title\": \"Electric Bottle Brush Cleaner, Waterproof Baby Bottle Brush, Electric Baby Bottle Brush Cleaner with Silicone Bottle/Nipple/Straw Brush, 360\\u00b0 Rotation \\u2013 Perfect Essentials for New Parents\", \"asin\": \"B0DK5G3MKP\", \"price\": \"$9.99\"},\n {\"title\": \"Ariseno 5-in-1 Baby Bottle Cleaner Set, Including Nylon & Silicone Bottle Brush, Cap, Straw & Nipple Brushes, BPA-Free (Grey)\", \"asin\": \"B0CC36QS2Y\", \"price\": \"$9.99\"}\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\": \"2025-04-05T21:59:00.346Z\", // 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
|
2025-04-05T21:59:00.346Z
|
click
|
product_option
|
rule
|
2025-04-05T21:59:00.346Z
|
train
| 2,630 |
2025-04-05T21:59:00.346Z
|
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": "2025-04-05T21:57:51.547Z", "action": "input", "action_argument": "straw cleaning"}
{"timestamp": "2025-04-05T21:57:51.584Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T21:58:39.527Z", "action": "click_product", "action_argument": "B0CS2X34Q4"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "dawn straw cleaning brush"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$4.69"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"asin": "B0CS2X34Q4"
},
{
"title": "Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Green"
},
{
"price": "$17.99"
},
{
"bullet_list": "Best Cleaning Tool\uff1aMomcozy 7-in-1 baby bottle brush set includes a silicone bottle brush, bottle drying rack, straw cleaner brush, nipple brush, soap dispenser, and a convenient storage box. With this set, you'll have everything you need to keep your baby's bottles clean. Foldable Drain Rack\uff1aThe baby bottle brush set can hold many bottles & pump part at a time. The rack is stable, durable, and easy to clean, ensuring that your bottles dry quickly and efficiently. Easy To Carry\uff1aThe portable storage bag is small, waterproof, and convenient for on-the-go use. This set is not just for bottles - it can also be used to clean teethers, soothers, pump part and other baby items. Safe & Durable\uff1aMade of safe and durable food-grade silicone materials, this set is BPA-free. The brush head can be boiled for sterilization, providing peace of mind for parents. Best Gift for Baby\uff1aWhether you're at home or on the go, Momcozy silicone baby bottle brush set is the perfect companion for keeping your baby's bottles clean. It also makes a thoughtful gift for friends or family with young children. Don't hesitate, get yours today!"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Classic Style"
},
{
"Color": "Pink"
}
],
"promotion_items": [
{"title": "Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade ...", "asin": "B0DNQDQF6P", "price": "$34.99", "quantity": ""},
{"title": "Momcozy Universal Baby Stroller Organizer, 2 Insulated Cup Holder, Detachable Zippered Pocket, Adjustable Shoulder Strap, Large Capacity for Baby Essentials, Compact Design Fits Any Strollers", "asin": "B0CDBTHSH2", "price": "$28.99", "quantity": ""},
{"title": "haakaa Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Pea Green-1pk", "asin": "B0DJSXQ8J9", "price": "$15.99", "quantity": ""},
{"title": "Electric Breast Pump - Lightweight, Portable, & Hands-Free with Baby Mouth Technolo...", "asin": "B0DHVRBN2X", "price": "$139.97", "quantity": ""},
{"title": "7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\u3001Nipple Brush\u3001Stra...", "asin": "B0CHJSDY5H", "price": "$11.96", "quantity": ""},
{"title": "Bottle Brush Set -Baby Travel Essential-6 in 1 Bottle Cleaner Kit with Silicone Bot...", "asin": "B0C4GZLPD9", "price": "$19.99", "quantity": ""},
{"title": "YOTIME Travel Baby Bottle Brush Set, Included Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Drying Rack, Blue", "asin": "B0974V68XF", "price": "$15.99", "quantity": ""}
],
"comparison_items": [
{"title": "Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Green", "asin": "B0CS2X34Q4", "price": "$17.99"},
{"title": "Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,Drying Rack,Nipple & Straw Brushes,Soap Dispenser & Organizer Case,Ideal Gifts for Babies& Moms", "asin": "B0C2TVVLKL", "price": "$19.99"},
{"title": "Suvast 7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\u3001Nipple Brush\u3001Straw Cleaner Brush\u3001Soap Dispenser\u3001Bottle Drying Rack\u3001Drainage Tray\u3001Storage Box,Baby Travel Essential (White)", "asin": "B0CHJVS2KM", "price": "$13.96"},
{"title": "Momcozy Bottle Brush Cleaning Fluid, Powerful Cleaning with Natural Foam, Suitable for Momcozy Press Foaming Clean Bottle Brush Set, 11.9 Ounces", "asin": "B0D5XW8KSD", "price": "$12.99"},
{"title": "Electric Bottle Brush Cleaner, Waterproof Baby Bottle Brush, Electric Baby Bottle Brush Cleaner with Silicone Bottle/Nipple/Straw Brush, 360\u00b0 Rotation \u2013 Perfect Essentials for New Parents", "asin": "B0DK5G3MKP", "price": "$9.99"},
{"title": "Ariseno 5-in-1 Baby Bottle Cleaner Set, Including Nylon & Silicone Bottle Brush, Cap, Straw & Nipple Brushes, BPA-Free (Grey)", "asin": "B0CC36QS2Y", "price": "$9.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-05T21:59:00.346Z", // 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": 2630,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"dawn straw cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CS2X34Q4\"\n},\n {\n \"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Green\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Best Cleaning Tool\\uff1aMomcozy 7-in-1 baby bottle brush set includes a silicone bottle brush, bottle drying rack, straw cleaner brush, nipple brush, soap dispenser, and a convenient storage box. With this set, you'll have everything you need to keep your baby's bottles clean. Foldable Drain Rack\\uff1aThe baby bottle brush set can hold many bottles & pump part at a time. The rack is stable, durable, and easy to clean, ensuring that your bottles dry quickly and efficiently. Easy To Carry\\uff1aThe portable storage bag is small, waterproof, and convenient for on-the-go use. This set is not just for bottles - it can also be used to clean teethers, soothers, pump part and other baby items. Safe & Durable\\uff1aMade of safe and durable food-grade silicone materials, this set is BPA-free. The brush head can be boiled for sterilization, providing peace of mind for parents. Best Gift for Baby\\uff1aWhether you're at home or on the go, Momcozy silicone baby bottle brush set is the perfect companion for keeping your baby's bottles clean. It also makes a thoughtful gift for friends or family with young children. Don't hesitate, get yours today!\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Classic Style\"\n},\n {\n \"Color\": \"Pink\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade ...\", \"asin\": \"B0DNQDQF6P\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Universal Baby Stroller Organizer, 2 Insulated Cup Holder, Detachable Zippered Pocket, Adjustable Shoulder Strap, Large Capacity for Baby Essentials, Compact Design Fits Any Strollers\", \"asin\": \"B0CDBTHSH2\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"haakaa Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Pea Green-1pk\", \"asin\": \"B0DJSXQ8J9\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Breast Pump - Lightweight, Portable, & Hands-Free with Baby Mouth Technolo...\", \"asin\": \"B0DHVRBN2X\", \"price\": \"$139.97\", \"quantity\": \"\"},\n {\"title\": \"7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Stra...\", \"asin\": \"B0CHJSDY5H\", \"price\": \"$11.96\", \"quantity\": \"\"},\n {\"title\": \"Bottle Brush Set -Baby Travel Essential-6 in 1 Bottle Cleaner Kit with Silicone Bot...\", \"asin\": \"B0C4GZLPD9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Baby Bottle Brush Set, Included Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Drying Rack, Blue\", \"asin\": \"B0974V68XF\", \"price\": \"$15.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Green\", \"asin\": \"B0CS2X34Q4\", \"price\": \"$17.99\"},\n {\"title\": \"Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,Drying Rack,Nipple & Straw Brushes,Soap Dispenser & Organizer Case,Ideal Gifts for Babies& Moms\", \"asin\": \"B0C2TVVLKL\", \"price\": \"$19.99\"},\n {\"title\": \"Suvast 7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Straw Cleaner Brush\\u3001Soap Dispenser\\u3001Bottle Drying Rack\\u3001Drainage Tray\\u3001Storage Box,Baby Travel Essential (White)\", \"asin\": \"B0CHJVS2KM\", \"price\": \"$13.96\"},\n {\"title\": \"Momcozy Bottle Brush Cleaning Fluid, Powerful Cleaning with Natural Foam, Suitable for Momcozy Press Foaming Clean Bottle Brush Set, 11.9 Ounces\", \"asin\": \"B0D5XW8KSD\", \"price\": \"$12.99\"},\n {\"title\": \"Electric Bottle Brush Cleaner, Waterproof Baby Bottle Brush, Electric Baby Bottle Brush Cleaner with Silicone Bottle/Nipple/Straw Brush, 360\\u00b0 Rotation \\u2013 Perfect Essentials for New Parents\", \"asin\": \"B0DK5G3MKP\", \"price\": \"$9.99\"},\n {\"title\": \"Ariseno 5-in-1 Baby Bottle Cleaner Set, Including Nylon & Silicone Bottle Brush, Cap, Straw & Nipple Brushes, BPA-Free (Grey)\", \"asin\": \"B0CC36QS2Y\", \"price\": \"$9.99\"}\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\": \"2025-04-05T21:59:00.346Z\", // 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n{\"timestamp\": \"2025-04-05T21:59:00.346Z\", \"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\": \"dawn straw cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DCZNX8NZ\"\n},\n {\n \"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Best Cleaning Tool\\uff1aMomcozy 7-in-1 baby bottle brush set includes a silicone bottle brush, bottle drying rack, straw cleaner brush, nipple brush, soap dispenser, and a convenient storage box. With this set, you'll have everything you need to keep your baby's bottles clean. Foldable Drain Rack\\uff1aThe baby bottle brush set can hold many bottles & pump part at a time. The rack is stable, durable, and easy to clean, ensuring that your bottles dry quickly and efficiently. Easy To Carry\\uff1aThe portable storage bag is small, waterproof, and convenient for on-the-go use. This set is not just for bottles - it can also be used to clean teethers, soothers, pump part and other baby items. Safe & Durable\\uff1aMade of safe and durable food-grade silicone materials, this set is BPA-free. The brush head can be boiled for sterilization, providing peace of mind for parents. Best Gift for Baby\\uff1aWhether you're at home or on the go, Momcozy silicone baby bottle brush set is the perfect companion for keeping your baby's bottles clean. It also makes a thoughtful gift for friends or family with young children. Don't hesitate, get yours today!\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Classic Style\"\n},\n {\n \"Color\": \"Pink\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Stra...\", \"asin\": \"B0CHJSDY5H\", \"price\": \"$11.96\", \"quantity\": \"\"},\n {\"title\": \"6 in 1 Baby Bottle Brush Set,Bottle Cleaner Brush Kit with Silicone Bottle Brush,Dr...\", \"asin\": \"B0CNRPFTF5\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade ...\", \"asin\": \"B0DNQDQF6P\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Baby Bottle Brush Set with Portable Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Bottle Drying Rack, Pink\", \"asin\": \"B0BL914VM5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Bottle Brush, Travel Bottle Cleaner Kit with Foldable Bottle Drying Rack, for Visit Friends and Relations, Baby Travel Essentials, BPA Free, White\", \"asin\": \"B0CT8K44CM\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,D...\", \"asin\": \"B0C2TVVLKL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Nutri Bottle Warmer, 9-in-1 Baby Bottle Warmer with Night Light, Accurate Temperature to Preserve Fullest Nutrients in Breast Milk, Bottle Warmers for All Bottles with Breastmilk or Formula\", \"asin\": \"B0BY26RDWQ\", \"price\": \"$49.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink\", \"asin\": \"B0DCZNX8NZ\", \"price\": \"$17.99\"},\n {\"title\": \"Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,Drying Rack,Nipple & Straw Brushes,Soap Dispenser & Organizer Case,Ideal Gifts for Babies& Moms\", \"asin\": \"B0C2TVVLKL\", \"price\": \"$19.99\"},\n {\"title\": \"Suvast 7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Straw Cleaner Brush\\u3001Soap Dispenser\\u3001Bottle Drying Rack\\u3001Drainage Tray\\u3001Storage Box,Baby Travel Essential (White)\", \"asin\": \"B0CHJVS2KM\", \"price\": \"$13.96\"},\n {\"title\": \"Momcozy Bottle Brush Cleaning Fluid, Powerful Cleaning with Natural Foam, Suitable for Momcozy Press Foaming Clean Bottle Brush Set, 11.9 Ounces\", \"asin\": \"B0D5XW8KSD\", \"price\": \"$12.99\"},\n {\"title\": \"Electric Bottle Brush Cleaner, Waterproof Baby Bottle Brush, Electric Baby Bottle Brush Cleaner with Silicone Bottle/Nipple/Straw Brush, 360\\u00b0 Rotation \\u2013 Perfect Essentials for New Parents\", \"asin\": \"B0DK5G3MKP\", \"price\": \"$9.99\"},\n {\"title\": \"Ariseno 5-in-1 Baby Bottle Cleaner Set, Including Nylon & Silicone Bottle Brush, Cap, Straw & Nipple Brushes, BPA-Free (Grey)\", \"asin\": \"B0CC36QS2Y\", \"price\": \"$9.99\"}\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\": \"2025-04-05T21:59:57.023Z\", // 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
|
2025-04-05T21:59:57.023Z
|
input
|
dawn straw cleaning brush
|
rule
|
2025-04-05T21:59:57.023Z
|
train
| 2,631 |
2025-04-05T21:59:57.023Z
|
input
|
dawn straw cleaning brush
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-05T21:57:51.547Z", "action": "input", "action_argument": "straw cleaning"}
{"timestamp": "2025-04-05T21:57:51.584Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T21:58:39.527Z", "action": "click_product", "action_argument": "B0CS2X34Q4"}
{"timestamp": "2025-04-05T21:59:00.346Z", "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": "dawn straw cleaning brush"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$4.69"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"asin": "B0DCZNX8NZ"
},
{
"title": "Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink"
},
{
"price": "$17.99"
},
{
"bullet_list": "Best Cleaning Tool\uff1aMomcozy 7-in-1 baby bottle brush set includes a silicone bottle brush, bottle drying rack, straw cleaner brush, nipple brush, soap dispenser, and a convenient storage box. With this set, you'll have everything you need to keep your baby's bottles clean. Foldable Drain Rack\uff1aThe baby bottle brush set can hold many bottles & pump part at a time. The rack is stable, durable, and easy to clean, ensuring that your bottles dry quickly and efficiently. Easy To Carry\uff1aThe portable storage bag is small, waterproof, and convenient for on-the-go use. This set is not just for bottles - it can also be used to clean teethers, soothers, pump part and other baby items. Safe & Durable\uff1aMade of safe and durable food-grade silicone materials, this set is BPA-free. The brush head can be boiled for sterilization, providing peace of mind for parents. Best Gift for Baby\uff1aWhether you're at home or on the go, Momcozy silicone baby bottle brush set is the perfect companion for keeping your baby's bottles clean. It also makes a thoughtful gift for friends or family with young children. Don't hesitate, get yours today!"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Classic Style"
},
{
"Color": "Pink"
}
],
"promotion_items": [
{"title": "7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\u3001Nipple Brush\u3001Stra...", "asin": "B0CHJSDY5H", "price": "$11.96", "quantity": ""},
{"title": "6 in 1 Baby Bottle Brush Set,Bottle Cleaner Brush Kit with Silicone Bottle Brush,Dr...", "asin": "B0CNRPFTF5", "price": "$21.99", "quantity": ""},
{"title": "Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade ...", "asin": "B0DNQDQF6P", "price": "$34.99", "quantity": ""},
{"title": "YOTIME Travel Baby Bottle Brush Set with Portable Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Bottle Drying Rack, Pink", "asin": "B0BL914VM5", "price": "$15.99", "quantity": ""},
{"title": "YOTIME Travel Bottle Brush, Travel Bottle Cleaner Kit with Foldable Bottle Drying Rack, for Visit Friends and Relations, Baby Travel Essentials, BPA Free, White", "asin": "B0CT8K44CM", "price": "$14.99", "quantity": ""},
{"title": "Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,D...", "asin": "B0C2TVVLKL", "price": "$19.99", "quantity": ""},
{"title": "Momcozy Nutri Bottle Warmer, 9-in-1 Baby Bottle Warmer with Night Light, Accurate Temperature to Preserve Fullest Nutrients in Breast Milk, Bottle Warmers for All Bottles with Breastmilk or Formula", "asin": "B0BY26RDWQ", "price": "$49.99", "quantity": ""}
],
"comparison_items": [
{"title": "Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink", "asin": "B0DCZNX8NZ", "price": "$17.99"},
{"title": "Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,Drying Rack,Nipple & Straw Brushes,Soap Dispenser & Organizer Case,Ideal Gifts for Babies& Moms", "asin": "B0C2TVVLKL", "price": "$19.99"},
{"title": "Suvast 7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\u3001Nipple Brush\u3001Straw Cleaner Brush\u3001Soap Dispenser\u3001Bottle Drying Rack\u3001Drainage Tray\u3001Storage Box,Baby Travel Essential (White)", "asin": "B0CHJVS2KM", "price": "$13.96"},
{"title": "Momcozy Bottle Brush Cleaning Fluid, Powerful Cleaning with Natural Foam, Suitable for Momcozy Press Foaming Clean Bottle Brush Set, 11.9 Ounces", "asin": "B0D5XW8KSD", "price": "$12.99"},
{"title": "Electric Bottle Brush Cleaner, Waterproof Baby Bottle Brush, Electric Baby Bottle Brush Cleaner with Silicone Bottle/Nipple/Straw Brush, 360\u00b0 Rotation \u2013 Perfect Essentials for New Parents", "asin": "B0DK5G3MKP", "price": "$9.99"},
{"title": "Ariseno 5-in-1 Baby Bottle Cleaner Set, Including Nylon & Silicone Bottle Brush, Cap, Straw & Nipple Brushes, BPA-Free (Grey)", "asin": "B0CC36QS2Y", "price": "$9.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-05T21:59:57.023Z", // 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>dawn straw cleaning brush</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>dawn straw cleaning brush</answer_argument>",
"index": 2631,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n{\"timestamp\": \"2025-04-05T21:59:00.346Z\", \"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\": \"dawn straw cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DCZNX8NZ\"\n},\n {\n \"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Best Cleaning Tool\\uff1aMomcozy 7-in-1 baby bottle brush set includes a silicone bottle brush, bottle drying rack, straw cleaner brush, nipple brush, soap dispenser, and a convenient storage box. With this set, you'll have everything you need to keep your baby's bottles clean. Foldable Drain Rack\\uff1aThe baby bottle brush set can hold many bottles & pump part at a time. The rack is stable, durable, and easy to clean, ensuring that your bottles dry quickly and efficiently. Easy To Carry\\uff1aThe portable storage bag is small, waterproof, and convenient for on-the-go use. This set is not just for bottles - it can also be used to clean teethers, soothers, pump part and other baby items. Safe & Durable\\uff1aMade of safe and durable food-grade silicone materials, this set is BPA-free. The brush head can be boiled for sterilization, providing peace of mind for parents. Best Gift for Baby\\uff1aWhether you're at home or on the go, Momcozy silicone baby bottle brush set is the perfect companion for keeping your baby's bottles clean. It also makes a thoughtful gift for friends or family with young children. Don't hesitate, get yours today!\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Classic Style\"\n},\n {\n \"Color\": \"Pink\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Stra...\", \"asin\": \"B0CHJSDY5H\", \"price\": \"$11.96\", \"quantity\": \"\"},\n {\"title\": \"6 in 1 Baby Bottle Brush Set,Bottle Cleaner Brush Kit with Silicone Bottle Brush,Dr...\", \"asin\": \"B0CNRPFTF5\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade ...\", \"asin\": \"B0DNQDQF6P\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Baby Bottle Brush Set with Portable Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Bottle Drying Rack, Pink\", \"asin\": \"B0BL914VM5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Bottle Brush, Travel Bottle Cleaner Kit with Foldable Bottle Drying Rack, for Visit Friends and Relations, Baby Travel Essentials, BPA Free, White\", \"asin\": \"B0CT8K44CM\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,D...\", \"asin\": \"B0C2TVVLKL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Nutri Bottle Warmer, 9-in-1 Baby Bottle Warmer with Night Light, Accurate Temperature to Preserve Fullest Nutrients in Breast Milk, Bottle Warmers for All Bottles with Breastmilk or Formula\", \"asin\": \"B0BY26RDWQ\", \"price\": \"$49.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink\", \"asin\": \"B0DCZNX8NZ\", \"price\": \"$17.99\"},\n {\"title\": \"Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,Drying Rack,Nipple & Straw Brushes,Soap Dispenser & Organizer Case,Ideal Gifts for Babies& Moms\", \"asin\": \"B0C2TVVLKL\", \"price\": \"$19.99\"},\n {\"title\": \"Suvast 7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Straw Cleaner Brush\\u3001Soap Dispenser\\u3001Bottle Drying Rack\\u3001Drainage Tray\\u3001Storage Box,Baby Travel Essential (White)\", \"asin\": \"B0CHJVS2KM\", \"price\": \"$13.96\"},\n {\"title\": \"Momcozy Bottle Brush Cleaning Fluid, Powerful Cleaning with Natural Foam, Suitable for Momcozy Press Foaming Clean Bottle Brush Set, 11.9 Ounces\", \"asin\": \"B0D5XW8KSD\", \"price\": \"$12.99\"},\n {\"title\": \"Electric Bottle Brush Cleaner, Waterproof Baby Bottle Brush, Electric Baby Bottle Brush Cleaner with Silicone Bottle/Nipple/Straw Brush, 360\\u00b0 Rotation \\u2013 Perfect Essentials for New Parents\", \"asin\": \"B0DK5G3MKP\", \"price\": \"$9.99\"},\n {\"title\": \"Ariseno 5-in-1 Baby Bottle Cleaner Set, Including Nylon & Silicone Bottle Brush, Cap, Straw & Nipple Brushes, BPA-Free (Grey)\", \"asin\": \"B0CC36QS2Y\", \"price\": \"$9.99\"}\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\": \"2025-04-05T21:59:57.023Z\", // 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n{\"timestamp\": \"2025-04-05T21:59:00.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T21:59:57.023Z\", \"action\": \"input\", \"action_argument\": \"dawn straw cleaning brush\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"dawn straw cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DCZNX8NZ\"\n},\n {\n \"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Best Cleaning Tool\\uff1aMomcozy 7-in-1 baby bottle brush set includes a silicone bottle brush, bottle drying rack, straw cleaner brush, nipple brush, soap dispenser, and a convenient storage box. With this set, you'll have everything you need to keep your baby's bottles clean. Foldable Drain Rack\\uff1aThe baby bottle brush set can hold many bottles & pump part at a time. The rack is stable, durable, and easy to clean, ensuring that your bottles dry quickly and efficiently. Easy To Carry\\uff1aThe portable storage bag is small, waterproof, and convenient for on-the-go use. This set is not just for bottles - it can also be used to clean teethers, soothers, pump part and other baby items. Safe & Durable\\uff1aMade of safe and durable food-grade silicone materials, this set is BPA-free. The brush head can be boiled for sterilization, providing peace of mind for parents. Best Gift for Baby\\uff1aWhether you're at home or on the go, Momcozy silicone baby bottle brush set is the perfect companion for keeping your baby's bottles clean. It also makes a thoughtful gift for friends or family with young children. Don't hesitate, get yours today!\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Classic Style\"\n},\n {\n \"Color\": \"Pink\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Stra...\", \"asin\": \"B0CHJSDY5H\", \"price\": \"$11.96\", \"quantity\": \"\"},\n {\"title\": \"6 in 1 Baby Bottle Brush Set,Bottle Cleaner Brush Kit with Silicone Bottle Brush,Dr...\", \"asin\": \"B0CNRPFTF5\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade ...\", \"asin\": \"B0DNQDQF6P\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Baby Bottle Brush Set with Portable Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Bottle Drying Rack, Pink\", \"asin\": \"B0BL914VM5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Bottle Brush, Travel Bottle Cleaner Kit with Foldable Bottle Drying Rack, for Visit Friends and Relations, Baby Travel Essentials, BPA Free, White\", \"asin\": \"B0CT8K44CM\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,D...\", \"asin\": \"B0C2TVVLKL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Nutri Bottle Warmer, 9-in-1 Baby Bottle Warmer with Night Light, Accurate Temperature to Preserve Fullest Nutrients in Breast Milk, Bottle Warmers for All Bottles with Breastmilk or Formula\", \"asin\": \"B0BY26RDWQ\", \"price\": \"$49.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink\", \"asin\": \"B0DCZNX8NZ\", \"price\": \"$17.99\"},\n {\"title\": \"Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,Drying Rack,Nipple & Straw Brushes,Soap Dispenser & Organizer Case,Ideal Gifts for Babies& Moms\", \"asin\": \"B0C2TVVLKL\", \"price\": \"$19.99\"},\n {\"title\": \"Suvast 7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Straw Cleaner Brush\\u3001Soap Dispenser\\u3001Bottle Drying Rack\\u3001Drainage Tray\\u3001Storage Box,Baby Travel Essential (White)\", \"asin\": \"B0CHJVS2KM\", \"price\": \"$13.96\"},\n {\"title\": \"Momcozy Bottle Brush Cleaning Fluid, Powerful Cleaning with Natural Foam, Suitable for Momcozy Press Foaming Clean Bottle Brush Set, 11.9 Ounces\", \"asin\": \"B0D5XW8KSD\", \"price\": \"$12.99\"},\n {\"title\": \"Electric Bottle Brush Cleaner, Waterproof Baby Bottle Brush, Electric Baby Bottle Brush Cleaner with Silicone Bottle/Nipple/Straw Brush, 360\\u00b0 Rotation \\u2013 Perfect Essentials for New Parents\", \"asin\": \"B0DK5G3MKP\", \"price\": \"$9.99\"},\n {\"title\": \"Ariseno 5-in-1 Baby Bottle Cleaner Set, Including Nylon & Silicone Bottle Brush, Cap, Straw & Nipple Brushes, BPA-Free (Grey)\", \"asin\": \"B0CC36QS2Y\", \"price\": \"$9.99\"}\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\": \"2025-04-05T21:59:58.690Z\", // 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
|
2025-04-05T21:59:58.690Z
|
input
|
Baby Bottle Cleaner Kit
|
rule
|
2025-04-05T21:59:58.690Z
|
train
| 2,632 |
2025-04-05T21:59:58.690Z
|
input
|
Baby Bottle Cleaner Kit
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-05T21:57:51.547Z", "action": "input", "action_argument": "straw cleaning"}
{"timestamp": "2025-04-05T21:57:51.584Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T21:58:39.527Z", "action": "click_product", "action_argument": "B0CS2X34Q4"}
{"timestamp": "2025-04-05T21:59:00.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T21:59:57.023Z", "action": "input", "action_argument": "dawn straw cleaning brush"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "dawn straw cleaning brush"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$4.69"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"asin": "B0DCZNX8NZ"
},
{
"title": "Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink"
},
{
"price": "$17.99"
},
{
"bullet_list": "Best Cleaning Tool\uff1aMomcozy 7-in-1 baby bottle brush set includes a silicone bottle brush, bottle drying rack, straw cleaner brush, nipple brush, soap dispenser, and a convenient storage box. With this set, you'll have everything you need to keep your baby's bottles clean. Foldable Drain Rack\uff1aThe baby bottle brush set can hold many bottles & pump part at a time. The rack is stable, durable, and easy to clean, ensuring that your bottles dry quickly and efficiently. Easy To Carry\uff1aThe portable storage bag is small, waterproof, and convenient for on-the-go use. This set is not just for bottles - it can also be used to clean teethers, soothers, pump part and other baby items. Safe & Durable\uff1aMade of safe and durable food-grade silicone materials, this set is BPA-free. The brush head can be boiled for sterilization, providing peace of mind for parents. Best Gift for Baby\uff1aWhether you're at home or on the go, Momcozy silicone baby bottle brush set is the perfect companion for keeping your baby's bottles clean. It also makes a thoughtful gift for friends or family with young children. Don't hesitate, get yours today!"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Classic Style"
},
{
"Color": "Pink"
}
],
"promotion_items": [
{"title": "7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\u3001Nipple Brush\u3001Stra...", "asin": "B0CHJSDY5H", "price": "$11.96", "quantity": ""},
{"title": "6 in 1 Baby Bottle Brush Set,Bottle Cleaner Brush Kit with Silicone Bottle Brush,Dr...", "asin": "B0CNRPFTF5", "price": "$21.99", "quantity": ""},
{"title": "Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade ...", "asin": "B0DNQDQF6P", "price": "$34.99", "quantity": ""},
{"title": "YOTIME Travel Baby Bottle Brush Set with Portable Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Bottle Drying Rack, Pink", "asin": "B0BL914VM5", "price": "$15.99", "quantity": ""},
{"title": "YOTIME Travel Bottle Brush, Travel Bottle Cleaner Kit with Foldable Bottle Drying Rack, for Visit Friends and Relations, Baby Travel Essentials, BPA Free, White", "asin": "B0CT8K44CM", "price": "$14.99", "quantity": ""},
{"title": "Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,D...", "asin": "B0C2TVVLKL", "price": "$19.99", "quantity": ""},
{"title": "Momcozy Nutri Bottle Warmer, 9-in-1 Baby Bottle Warmer with Night Light, Accurate Temperature to Preserve Fullest Nutrients in Breast Milk, Bottle Warmers for All Bottles with Breastmilk or Formula", "asin": "B0BY26RDWQ", "price": "$49.99", "quantity": ""}
],
"comparison_items": [
{"title": "Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink", "asin": "B0DCZNX8NZ", "price": "$17.99"},
{"title": "Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,Drying Rack,Nipple & Straw Brushes,Soap Dispenser & Organizer Case,Ideal Gifts for Babies& Moms", "asin": "B0C2TVVLKL", "price": "$19.99"},
{"title": "Suvast 7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\u3001Nipple Brush\u3001Straw Cleaner Brush\u3001Soap Dispenser\u3001Bottle Drying Rack\u3001Drainage Tray\u3001Storage Box,Baby Travel Essential (White)", "asin": "B0CHJVS2KM", "price": "$13.96"},
{"title": "Momcozy Bottle Brush Cleaning Fluid, Powerful Cleaning with Natural Foam, Suitable for Momcozy Press Foaming Clean Bottle Brush Set, 11.9 Ounces", "asin": "B0D5XW8KSD", "price": "$12.99"},
{"title": "Electric Bottle Brush Cleaner, Waterproof Baby Bottle Brush, Electric Baby Bottle Brush Cleaner with Silicone Bottle/Nipple/Straw Brush, 360\u00b0 Rotation \u2013 Perfect Essentials for New Parents", "asin": "B0DK5G3MKP", "price": "$9.99"},
{"title": "Ariseno 5-in-1 Baby Bottle Cleaner Set, Including Nylon & Silicone Bottle Brush, Cap, Straw & Nipple Brushes, BPA-Free (Grey)", "asin": "B0CC36QS2Y", "price": "$9.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-05T21:59:58.690Z", // 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>Baby Bottle Cleaner Kit</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>Baby Bottle Cleaner Kit</answer_argument>",
"index": 2632,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n{\"timestamp\": \"2025-04-05T21:59:00.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T21:59:57.023Z\", \"action\": \"input\", \"action_argument\": \"dawn straw cleaning brush\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"dawn straw cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DCZNX8NZ\"\n},\n {\n \"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Best Cleaning Tool\\uff1aMomcozy 7-in-1 baby bottle brush set includes a silicone bottle brush, bottle drying rack, straw cleaner brush, nipple brush, soap dispenser, and a convenient storage box. With this set, you'll have everything you need to keep your baby's bottles clean. Foldable Drain Rack\\uff1aThe baby bottle brush set can hold many bottles & pump part at a time. The rack is stable, durable, and easy to clean, ensuring that your bottles dry quickly and efficiently. Easy To Carry\\uff1aThe portable storage bag is small, waterproof, and convenient for on-the-go use. This set is not just for bottles - it can also be used to clean teethers, soothers, pump part and other baby items. Safe & Durable\\uff1aMade of safe and durable food-grade silicone materials, this set is BPA-free. The brush head can be boiled for sterilization, providing peace of mind for parents. Best Gift for Baby\\uff1aWhether you're at home or on the go, Momcozy silicone baby bottle brush set is the perfect companion for keeping your baby's bottles clean. It also makes a thoughtful gift for friends or family with young children. Don't hesitate, get yours today!\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Classic Style\"\n},\n {\n \"Color\": \"Pink\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Stra...\", \"asin\": \"B0CHJSDY5H\", \"price\": \"$11.96\", \"quantity\": \"\"},\n {\"title\": \"6 in 1 Baby Bottle Brush Set,Bottle Cleaner Brush Kit with Silicone Bottle Brush,Dr...\", \"asin\": \"B0CNRPFTF5\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade ...\", \"asin\": \"B0DNQDQF6P\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Baby Bottle Brush Set with Portable Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Bottle Drying Rack, Pink\", \"asin\": \"B0BL914VM5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Bottle Brush, Travel Bottle Cleaner Kit with Foldable Bottle Drying Rack, for Visit Friends and Relations, Baby Travel Essentials, BPA Free, White\", \"asin\": \"B0CT8K44CM\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,D...\", \"asin\": \"B0C2TVVLKL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Nutri Bottle Warmer, 9-in-1 Baby Bottle Warmer with Night Light, Accurate Temperature to Preserve Fullest Nutrients in Breast Milk, Bottle Warmers for All Bottles with Breastmilk or Formula\", \"asin\": \"B0BY26RDWQ\", \"price\": \"$49.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink\", \"asin\": \"B0DCZNX8NZ\", \"price\": \"$17.99\"},\n {\"title\": \"Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,Drying Rack,Nipple & Straw Brushes,Soap Dispenser & Organizer Case,Ideal Gifts for Babies& Moms\", \"asin\": \"B0C2TVVLKL\", \"price\": \"$19.99\"},\n {\"title\": \"Suvast 7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Straw Cleaner Brush\\u3001Soap Dispenser\\u3001Bottle Drying Rack\\u3001Drainage Tray\\u3001Storage Box,Baby Travel Essential (White)\", \"asin\": \"B0CHJVS2KM\", \"price\": \"$13.96\"},\n {\"title\": \"Momcozy Bottle Brush Cleaning Fluid, Powerful Cleaning with Natural Foam, Suitable for Momcozy Press Foaming Clean Bottle Brush Set, 11.9 Ounces\", \"asin\": \"B0D5XW8KSD\", \"price\": \"$12.99\"},\n {\"title\": \"Electric Bottle Brush Cleaner, Waterproof Baby Bottle Brush, Electric Baby Bottle Brush Cleaner with Silicone Bottle/Nipple/Straw Brush, 360\\u00b0 Rotation \\u2013 Perfect Essentials for New Parents\", \"asin\": \"B0DK5G3MKP\", \"price\": \"$9.99\"},\n {\"title\": \"Ariseno 5-in-1 Baby Bottle Cleaner Set, Including Nylon & Silicone Bottle Brush, Cap, Straw & Nipple Brushes, BPA-Free (Grey)\", \"asin\": \"B0CC36QS2Y\", \"price\": \"$9.99\"}\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\": \"2025-04-05T21:59:58.690Z\", // 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n{\"timestamp\": \"2025-04-05T21:59:00.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T21:59:57.023Z\", \"action\": \"input\", \"action_argument\": \"dawn straw cleaning brush\"}\n{\"timestamp\": \"2025-04-05T21:59:58.690Z\", \"action\": \"input\", \"action_argument\": \"Baby Bottle Cleaner Kit\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dawn straw cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DCZNX8NZ\"\n},\n {\n \"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Best Cleaning Tool\\uff1aMomcozy 7-in-1 baby bottle brush set includes a silicone bottle brush, bottle drying rack, straw cleaner brush, nipple brush, soap dispenser, and a convenient storage box. With this set, you'll have everything you need to keep your baby's bottles clean. Foldable Drain Rack\\uff1aThe baby bottle brush set can hold many bottles & pump part at a time. The rack is stable, durable, and easy to clean, ensuring that your bottles dry quickly and efficiently. Easy To Carry\\uff1aThe portable storage bag is small, waterproof, and convenient for on-the-go use. This set is not just for bottles - it can also be used to clean teethers, soothers, pump part and other baby items. Safe & Durable\\uff1aMade of safe and durable food-grade silicone materials, this set is BPA-free. The brush head can be boiled for sterilization, providing peace of mind for parents. Best Gift for Baby\\uff1aWhether you're at home or on the go, Momcozy silicone baby bottle brush set is the perfect companion for keeping your baby's bottles clean. It also makes a thoughtful gift for friends or family with young children. Don't hesitate, get yours today!\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Classic Style\"\n},\n {\n \"Color\": \"Pink\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Stra...\", \"asin\": \"B0CHJSDY5H\", \"price\": \"$11.96\", \"quantity\": \"\"},\n {\"title\": \"6 in 1 Baby Bottle Brush Set,Bottle Cleaner Brush Kit with Silicone Bottle Brush,Dr...\", \"asin\": \"B0CNRPFTF5\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade ...\", \"asin\": \"B0DNQDQF6P\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Baby Bottle Brush Set with Portable Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Bottle Drying Rack, Pink\", \"asin\": \"B0BL914VM5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Bottle Brush, Travel Bottle Cleaner Kit with Foldable Bottle Drying Rack, for Visit Friends and Relations, Baby Travel Essentials, BPA Free, White\", \"asin\": \"B0CT8K44CM\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,D...\", \"asin\": \"B0C2TVVLKL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Nutri Bottle Warmer, 9-in-1 Baby Bottle Warmer with Night Light, Accurate Temperature to Preserve Fullest Nutrients in Breast Milk, Bottle Warmers for All Bottles with Breastmilk or Formula\", \"asin\": \"B0BY26RDWQ\", \"price\": \"$49.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink\", \"asin\": \"B0DCZNX8NZ\", \"price\": \"$17.99\"},\n {\"title\": \"Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,Drying Rack,Nipple & Straw Brushes,Soap Dispenser & Organizer Case,Ideal Gifts for Babies& Moms\", \"asin\": \"B0C2TVVLKL\", \"price\": \"$19.99\"},\n {\"title\": \"Suvast 7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Straw Cleaner Brush\\u3001Soap Dispenser\\u3001Bottle Drying Rack\\u3001Drainage Tray\\u3001Storage Box,Baby Travel Essential (White)\", \"asin\": \"B0CHJVS2KM\", \"price\": \"$13.96\"},\n {\"title\": \"Momcozy Bottle Brush Cleaning Fluid, Powerful Cleaning with Natural Foam, Suitable for Momcozy Press Foaming Clean Bottle Brush Set, 11.9 Ounces\", \"asin\": \"B0D5XW8KSD\", \"price\": \"$12.99\"},\n {\"title\": \"Electric Bottle Brush Cleaner, Waterproof Baby Bottle Brush, Electric Baby Bottle Brush Cleaner with Silicone Bottle/Nipple/Straw Brush, 360\\u00b0 Rotation \\u2013 Perfect Essentials for New Parents\", \"asin\": \"B0DK5G3MKP\", \"price\": \"$9.99\"},\n {\"title\": \"Ariseno 5-in-1 Baby Bottle Cleaner Set, Including Nylon & Silicone Bottle Brush, Cap, Straw & Nipple Brushes, BPA-Free (Grey)\", \"asin\": \"B0CC36QS2Y\", \"price\": \"$9.99\"}\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\": \"2025-04-05T22:01:17.633Z\", // 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
|
2025-04-05T22:01:17.633Z
|
input
|
hydro flask
|
rule
|
2025-04-05T22:01:17.633Z
|
train
| 2,633 |
2025-04-05T22:01:17.633Z
|
input
|
hydro flask
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-05T21:57:51.547Z", "action": "input", "action_argument": "straw cleaning"}
{"timestamp": "2025-04-05T21:57:51.584Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T21:58:39.527Z", "action": "click_product", "action_argument": "B0CS2X34Q4"}
{"timestamp": "2025-04-05T21:59:00.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T21:59:57.023Z", "action": "input", "action_argument": "dawn straw cleaning brush"}
{"timestamp": "2025-04-05T21:59:58.690Z", "action": "input", "action_argument": "Baby Bottle Cleaner Kit"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "dawn straw cleaning brush"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$4.69"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"asin": "B0DCZNX8NZ"
},
{
"title": "Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink"
},
{
"price": "$17.99"
},
{
"bullet_list": "Best Cleaning Tool\uff1aMomcozy 7-in-1 baby bottle brush set includes a silicone bottle brush, bottle drying rack, straw cleaner brush, nipple brush, soap dispenser, and a convenient storage box. With this set, you'll have everything you need to keep your baby's bottles clean. Foldable Drain Rack\uff1aThe baby bottle brush set can hold many bottles & pump part at a time. The rack is stable, durable, and easy to clean, ensuring that your bottles dry quickly and efficiently. Easy To Carry\uff1aThe portable storage bag is small, waterproof, and convenient for on-the-go use. This set is not just for bottles - it can also be used to clean teethers, soothers, pump part and other baby items. Safe & Durable\uff1aMade of safe and durable food-grade silicone materials, this set is BPA-free. The brush head can be boiled for sterilization, providing peace of mind for parents. Best Gift for Baby\uff1aWhether you're at home or on the go, Momcozy silicone baby bottle brush set is the perfect companion for keeping your baby's bottles clean. It also makes a thoughtful gift for friends or family with young children. Don't hesitate, get yours today!"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Classic Style"
},
{
"Color": "Pink"
}
],
"promotion_items": [
{"title": "7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\u3001Nipple Brush\u3001Stra...", "asin": "B0CHJSDY5H", "price": "$11.96", "quantity": ""},
{"title": "6 in 1 Baby Bottle Brush Set,Bottle Cleaner Brush Kit with Silicone Bottle Brush,Dr...", "asin": "B0CNRPFTF5", "price": "$21.99", "quantity": ""},
{"title": "Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade ...", "asin": "B0DNQDQF6P", "price": "$34.99", "quantity": ""},
{"title": "YOTIME Travel Baby Bottle Brush Set with Portable Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Bottle Drying Rack, Pink", "asin": "B0BL914VM5", "price": "$15.99", "quantity": ""},
{"title": "YOTIME Travel Bottle Brush, Travel Bottle Cleaner Kit with Foldable Bottle Drying Rack, for Visit Friends and Relations, Baby Travel Essentials, BPA Free, White", "asin": "B0CT8K44CM", "price": "$14.99", "quantity": ""},
{"title": "Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,D...", "asin": "B0C2TVVLKL", "price": "$19.99", "quantity": ""},
{"title": "Momcozy Nutri Bottle Warmer, 9-in-1 Baby Bottle Warmer with Night Light, Accurate Temperature to Preserve Fullest Nutrients in Breast Milk, Bottle Warmers for All Bottles with Breastmilk or Formula", "asin": "B0BY26RDWQ", "price": "$49.99", "quantity": ""}
],
"comparison_items": [
{"title": "Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink", "asin": "B0DCZNX8NZ", "price": "$17.99"},
{"title": "Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,Drying Rack,Nipple & Straw Brushes,Soap Dispenser & Organizer Case,Ideal Gifts for Babies& Moms", "asin": "B0C2TVVLKL", "price": "$19.99"},
{"title": "Suvast 7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\u3001Nipple Brush\u3001Straw Cleaner Brush\u3001Soap Dispenser\u3001Bottle Drying Rack\u3001Drainage Tray\u3001Storage Box,Baby Travel Essential (White)", "asin": "B0CHJVS2KM", "price": "$13.96"},
{"title": "Momcozy Bottle Brush Cleaning Fluid, Powerful Cleaning with Natural Foam, Suitable for Momcozy Press Foaming Clean Bottle Brush Set, 11.9 Ounces", "asin": "B0D5XW8KSD", "price": "$12.99"},
{"title": "Electric Bottle Brush Cleaner, Waterproof Baby Bottle Brush, Electric Baby Bottle Brush Cleaner with Silicone Bottle/Nipple/Straw Brush, 360\u00b0 Rotation \u2013 Perfect Essentials for New Parents", "asin": "B0DK5G3MKP", "price": "$9.99"},
{"title": "Ariseno 5-in-1 Baby Bottle Cleaner Set, Including Nylon & Silicone Bottle Brush, Cap, Straw & Nipple Brushes, BPA-Free (Grey)", "asin": "B0CC36QS2Y", "price": "$9.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-05T22:01:17.633Z", // 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>hydro flask</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>hydro flask</answer_argument>",
"index": 2633,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n{\"timestamp\": \"2025-04-05T21:59:00.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T21:59:57.023Z\", \"action\": \"input\", \"action_argument\": \"dawn straw cleaning brush\"}\n{\"timestamp\": \"2025-04-05T21:59:58.690Z\", \"action\": \"input\", \"action_argument\": \"Baby Bottle Cleaner Kit\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dawn straw cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DCZNX8NZ\"\n},\n {\n \"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Best Cleaning Tool\\uff1aMomcozy 7-in-1 baby bottle brush set includes a silicone bottle brush, bottle drying rack, straw cleaner brush, nipple brush, soap dispenser, and a convenient storage box. With this set, you'll have everything you need to keep your baby's bottles clean. Foldable Drain Rack\\uff1aThe baby bottle brush set can hold many bottles & pump part at a time. The rack is stable, durable, and easy to clean, ensuring that your bottles dry quickly and efficiently. Easy To Carry\\uff1aThe portable storage bag is small, waterproof, and convenient for on-the-go use. This set is not just for bottles - it can also be used to clean teethers, soothers, pump part and other baby items. Safe & Durable\\uff1aMade of safe and durable food-grade silicone materials, this set is BPA-free. The brush head can be boiled for sterilization, providing peace of mind for parents. Best Gift for Baby\\uff1aWhether you're at home or on the go, Momcozy silicone baby bottle brush set is the perfect companion for keeping your baby's bottles clean. It also makes a thoughtful gift for friends or family with young children. Don't hesitate, get yours today!\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Classic Style\"\n},\n {\n \"Color\": \"Pink\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Stra...\", \"asin\": \"B0CHJSDY5H\", \"price\": \"$11.96\", \"quantity\": \"\"},\n {\"title\": \"6 in 1 Baby Bottle Brush Set,Bottle Cleaner Brush Kit with Silicone Bottle Brush,Dr...\", \"asin\": \"B0CNRPFTF5\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade ...\", \"asin\": \"B0DNQDQF6P\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Baby Bottle Brush Set with Portable Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Bottle Drying Rack, Pink\", \"asin\": \"B0BL914VM5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Bottle Brush, Travel Bottle Cleaner Kit with Foldable Bottle Drying Rack, for Visit Friends and Relations, Baby Travel Essentials, BPA Free, White\", \"asin\": \"B0CT8K44CM\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,D...\", \"asin\": \"B0C2TVVLKL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Nutri Bottle Warmer, 9-in-1 Baby Bottle Warmer with Night Light, Accurate Temperature to Preserve Fullest Nutrients in Breast Milk, Bottle Warmers for All Bottles with Breastmilk or Formula\", \"asin\": \"B0BY26RDWQ\", \"price\": \"$49.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Pink\", \"asin\": \"B0DCZNX8NZ\", \"price\": \"$17.99\"},\n {\"title\": \"Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,Drying Rack,Nipple & Straw Brushes,Soap Dispenser & Organizer Case,Ideal Gifts for Babies& Moms\", \"asin\": \"B0C2TVVLKL\", \"price\": \"$19.99\"},\n {\"title\": \"Suvast 7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Straw Cleaner Brush\\u3001Soap Dispenser\\u3001Bottle Drying Rack\\u3001Drainage Tray\\u3001Storage Box,Baby Travel Essential (White)\", \"asin\": \"B0CHJVS2KM\", \"price\": \"$13.96\"},\n {\"title\": \"Momcozy Bottle Brush Cleaning Fluid, Powerful Cleaning with Natural Foam, Suitable for Momcozy Press Foaming Clean Bottle Brush Set, 11.9 Ounces\", \"asin\": \"B0D5XW8KSD\", \"price\": \"$12.99\"},\n {\"title\": \"Electric Bottle Brush Cleaner, Waterproof Baby Bottle Brush, Electric Baby Bottle Brush Cleaner with Silicone Bottle/Nipple/Straw Brush, 360\\u00b0 Rotation \\u2013 Perfect Essentials for New Parents\", \"asin\": \"B0DK5G3MKP\", \"price\": \"$9.99\"},\n {\"title\": \"Ariseno 5-in-1 Baby Bottle Cleaner Set, Including Nylon & Silicone Bottle Brush, Cap, Straw & Nipple Brushes, BPA-Free (Grey)\", \"asin\": \"B0CC36QS2Y\", \"price\": \"$9.99\"}\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\": \"2025-04-05T22:01:17.633Z\", // 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n{\"timestamp\": \"2025-04-05T21:59:00.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T21:59:57.023Z\", \"action\": \"input\", \"action_argument\": \"dawn straw cleaning brush\"}\n{\"timestamp\": \"2025-04-05T21:59:58.690Z\", \"action\": \"input\", \"action_argument\": \"Baby Bottle Cleaner Kit\"}\n{\"timestamp\": \"2025-04-05T22:01:17.633Z\", \"action\": \"input\", \"action_argument\": \"hydro flask\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"hydro flask\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Momcozy Bottle Brush Kit, Innovative Push-Press Design for Better Cleaning - Baby Bottle Cleaner Brush for Baby Bottle, Breast Pumps, Nipples, and More - Can Generate Foam for Better Cleaning, Pink\", \"asin\": \"B0D9Y3MSDY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade Silicone, Waterproof, Long Battery Life, Portable Baby Bottle Cleaner Brush Set, Ideal Gift for Parents & Baby Shower\", \"asin\": \"B0DNQDQF6P\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Portable Baby Bottle Brush Set with Multiple Brushes,Soap Dispenser, Foldable Bottle Drying Rack for 16 Bottles, Bottle Cleaner Brush Set for Bottles and Baby Accessories, Baby Travel Essential\", \"asin\": \"B0DSVNWMWY\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Baby Bottle Brush Set with Portable Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Bottle Drying Rack, Pink\\n6 Piece Set\", \"asin\": \"B0BL914VM5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"haakaa Silicone Cleaning Brush Kit - SUVA Grey - Bottle Brush for Breast Pumps, Breast Milk Collector, Baby Bottles, Nipples, Breastmilk Storage Bags\\n3 Piece Set\", \"asin\": \"B097STPLJF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Bottle Brush Kit, Innovative Push-Press Design for Better Cleaning - Baby Bottle Cleaner Brush for Baby Bottle, Breast Pumps, Nipples, and More - Can Generate Foam for Better Cleaning, Green\", \"asin\": \"B0D9Y4XY7R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Haakaa Silicone Cleaning Brush - Baby Bottle Brush Cleaner for Breast Pump,Nipple,Breast Milk Storage Bag - Food Grade Silicone - 1 Count - Grey\\n1 Piece Set\", \"asin\": \"B09DCCDW74\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Silicone Bottle Cleaning Brush, 13.4\\\" Long Handle Water Cup Bottles Cleaner for Baby Bottles, Stanley Mug, Sports Bottle, Glass Vase, (with One Tiny Cup Lid Gap Cleaning Brush), z Blue\", \"asin\": \"B0CLHHNMVL\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"6 in 1 Baby Bottle Brush Set,Bottle Cleaner Brush Kit with Silicone Bottle Brush,Drying Rack,Nipple Brush,Straw Brush,Soap Dispenser&Storage Box,Portable Baby Essentials for Home&Travel (White)\", \"asin\": \"B0CNRPFTF5\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Baby Bottle Brush Set, Included Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Drying Rack, Blue\\n7 Piece Set\", \"asin\": \"B0974V68XF\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Portable Electric Bottle Brush Cleaner and Drying Rack Set, Foldable Bottle Drying Rack with 16 Ribs, Automatic Bottle Cleaner Brush Help Thorough Cleaning of Baby Bottles and Breast Pumps,Green\", \"asin\": \"B0DCNXG7TD\", \"price\": \"$27.89\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Dr. Brown's Baby Bottle Cleaning Brush with Sponge and Scrubber - Blue - 3-Pack\",\n \"asin\": \"B01NCUKCC0\"\n},\n {\n \"title\": \"Dr. Brown's Reusable Sponge Baby Bottle Cleaning Brush Set with Suction Cup Stand, Scrubber and Nipple Cleaner, Pink, 3 Pack\",\n \"asin\": \"B0BRT8XCQZ\"\n},\n {\n \"title\": \"Dr. Brown's Reusable Sponge Baby Bottle Cleaning Brush Set with Suction Cup Stand, Scrubber and Nipple Cleaner, Gray, 3 Pack\",\n \"asin\": \"B0BRTCYBPS\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade Silicone, Waterproof, Long Battery Life, Portable Baby Bottle Cleaner Brush Set, Ideal Gift for Parents & Baby Shower\", \"asin\": \"B0DNQDQF6P\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Portable Baby Bottle Brush Set with Multiple Brushes,Soap Dispenser, Foldable Bottle Drying Rack for 16 Bottles, Bottle Cleaner Brush Set for Bottles and Baby Accessories, Baby Travel Essential\", \"asin\": \"B0DSVQ8GW8\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"MOTHER-K Travel Baby Bottle Drying Rack Set, Including Bottle Brush and Travel Bottle, for Working Mom or Camping with Baby (Cream Mocha)\", \"asin\": \"B099Z93FGF\", \"price\": \"$29.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Green\", \"asin\": \"B0CS2X34Q4\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Boon Cacti Bottle Cleaning Brush Set - Includes Bottle Brush, Nipple Brush, Detail Brush, and Straw Brush - Baby Bottle Brush Set for Bottle Drying Rack - Baby Essentials - 4 Count\", \"asin\": \"B082PZ44M9\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"OXO Tot Bottle & Cup Cleaning Set, Gray\", \"asin\": \"B07G7JW85X\", \"price\": \"$36.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Bottle Brush Set -Baby Travel Essential-6 in 1 Bottle Cleaner Kit with Silicone Bottle Brush,Nipple Cleaner Brush,Straw Brush,Soap Dispenser,Storage Box,Bottle Drying Rack for Home and Travel(Green)\", \"asin\": \"B0C4GZLPD9\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,Drying Rack,Nipple & Straw Brushes,Soap Dispenser & Organizer Case,Ideal Gifts for Babies& Moms\", \"asin\": \"B0C2TVVLKL\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade Silicone, Waterproof, Long Battery Life, Portable Baby Bottle Cleaner Brush Set, Ideal Gift for Parents & Baby Shower\", \"asin\": \"B0DNQDQF6P\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Straw Cleaner Brush\\u3001Soap Dispenser\\u3001Bottle Drying Rack\\u3001Drainage Tray\\u3001Storage Box,Baby Travel Essential (Green)\", \"asin\": \"B0CHJSDY5H\", \"price\": \"$11.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Travel Bottle Cleaner kit, 7in1 Baby Travel Essential Silicone Bottle Brush Set, Nipple, Drying Rack, Straw, & Breast Pump Cleaning, Soap Dispenser & Organizer Case, Gift for Mom (White)\", \"asin\": \"B0CM4WRPPB\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Electric Bottle Brush Cleaner,Baby Travel Essential Bottle Brush Set,6 in 1 Rechargable Folding Brush Set with Silicone Brush, Nipple Brush, Straw Brush, Drying Rack, Storage Box\", \"asin\": \"B0DGFT7NM4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"YOTIME Travel Baby Bottle Brush Set with Portable Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Bottle Drying Rack, Pink\", \"asin\": \"B0BL914VM5\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"haakaa Silicone Cleaning Brush Kit - SUVA Grey - Bottle Brush for Breast Pumps, Breast Milk Collector, Baby Bottles, Nipples, Breastmilk Storage Bags\", \"asin\": \"B097STPLJF\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Baby Bottle Brush, 7 in 1 Travel Bottle Cleaner Kit with Silicone Bottle Brush, Nipple Brush, Straw Brush, Soap Dispenser, Bottle Drying Rack, Dishcloths, Portable Essentials for Home and Travel-White\", \"asin\": \"B0D2LDV2GQ\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Bestidy Electric Baby Bottle Cleaner Kit for Travel- Rechargeable 360\\u00b0 Rotation Electric Baby Bottle Brush with Replaceable Nipple/Straw Brush, 2-Speed Modes, 50ml Lotion Bottle & Storage Bag, Green\", \"asin\": \"B0DG5PGZW4\", \"price\": \"$21.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"OXO Tot Travel Size Drying Rack with Bottle Brush- Gray\", \"asin\": \"B07YP59DQ7\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Bottle Brush Cleaner Set, Bear-Shaped Travel Baby Bottle Cleaner Kit with Silicone Nipple & Straw Brush, Soap Dispenser, Drainage Rack, Storage Box(Purple)\", \"asin\": \"B0DSZKVNJ9\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Portable Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Bottle Cleaning Tool for Home and Travel\", \"asin\": \"B0D5HDRV6S\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Electric Bottle Brush Cleaner, Baby Bottle Cleaning Kit with Nipple Straw Brushes Drying Rack \\u200b\\u200bSoap Dispenser Rechargable Waterproof Multi-Purpose E-Brush Set for Travel & Home, Green\", \"asin\": \"B0D73NHHZT\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Travel Bottle Cleaner Kit, Anivona 5 in 1 Baby Bottle Cleaner Kit with Extendable Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack, Ideal Gifts for Baby Travel Essential (Green)\", \"asin\": \"B0D9WBZQQJ\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 15 left in stock - order soon.\"},\n {\"title\": \"5-in-1 Baby Bottle Cleaner Set, Including Nylon & Silicone Bottle Brush, Cap, Straw & Nipple Brushes, BPA-Free (Grey)\", \"asin\": \"B0CC36QS2Y\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"OXO Tot Bottle Brush with Nipple Cleaner and Stand - Gray\", \"asin\": \"B0771FFWQ2\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Bottle Brush Cleaner, Portable Rechargable Baby Bottle Cleaner Kit for Travel with Silicone Nipple & Straw Brush, Drainage Rack, Storage Box(Green)\", \"asin\": \"B0D1QCS3WW\", \"price\": \"$18.59\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Momcozy KleanPal Pro Baby Bottle Washer, Sterilizer & Dryer - All-in-One Cleaning Machine for Bottles, Pump Parts & Baby Essentials - Time-Saving & Effortless Care\", \"asin\": \"B0CWLHKQNT\", \"price\": \"$299.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Electric Travel Baby Bottle Brush Set with Storage Box, Automatic Bottle Cleaner Brush Kit with Silicone Bottle/Nipple/Straw Brush, Milk Frother Electric and Drainage Rack, Rechargeable, Gray\", \"asin\": \"B0CTHBSPFV\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Travel Bottle Cleaner Kit, 6-in-1 Baby Bottle Brush with Silicone Bottle Brush, Nipple Brush, Straw Brush, Drying Rack, Dispenser, Organizer, Baby Travel Essential, Gifts for New Mom - Green\", \"asin\": \"B0CYXZL8ZB\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Bottle Brush Kit, Baby Travel Essential, 6 in 1 Cleaner Set with Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, 50ml Soap Dispenser, Storage Box, Bottle Drying Rack Easy Cleaning\", \"asin\": \"B0DQTXYKYB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Boon Cacti Bottle Cleaning Brush Set, Terracotta , 4 Piece Set\", \"asin\": \"B08411KG5F\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Frida Baby DermaFrida the Bath Mitt | Toddler Quick-Dry Body Bath Brush, Silicone, Replacement to Kid's Washcloth | Fits Both Parent or Child for Early Stage Development\", \"asin\": \"B07QPC5SFS\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Wash Basin for Baby Bottles, Foldable, Versatile Wash Tub for Kitchen, RV, Outdoor Camping Sink, Sturdy & Easy to Clean\", \"asin\": \"B0D14ZB47L\", \"price\": \"$16.36\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Frida Baby Basics Kit, Baby Essentials Kit Includes Nasal Aspirator Snotsucker, NailFrida Nail Files, Windi Gas Relief, DermaFrida Bath Brush + Silicone Carry Case\", \"asin\": \"B07BYLG8R8\", \"price\": \"$39.97\", \"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\": \"2025-04-05T22:01:17.644Z\", // 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
|
2025-04-05T22:01:17.644Z
|
click
|
suggested_term
|
rule
|
2025-04-05T22:01:17.644Z
|
train
| 2,634 |
2025-04-05T22:01:17.644Z
|
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": "2025-04-05T21:57:51.547Z", "action": "input", "action_argument": "straw cleaning"}
{"timestamp": "2025-04-05T21:57:51.584Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T21:58:39.527Z", "action": "click_product", "action_argument": "B0CS2X34Q4"}
{"timestamp": "2025-04-05T21:59:00.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T21:59:57.023Z", "action": "input", "action_argument": "dawn straw cleaning brush"}
{"timestamp": "2025-04-05T21:59:58.690Z", "action": "input", "action_argument": "Baby Bottle Cleaner Kit"}
{"timestamp": "2025-04-05T22:01:17.633Z", "action": "input", "action_argument": "hydro flask"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "hydro flask"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$4.69"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"promotion_items": [
{"title": "Momcozy Bottle Brush Kit, Innovative Push-Press Design for Better Cleaning - Baby Bottle Cleaner Brush for Baby Bottle, Breast Pumps, Nipples, and More - Can Generate Foam for Better Cleaning, Pink", "asin": "B0D9Y3MSDY", "price": "$19.99", "quantity": ""},
{"title": "Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade Silicone, Waterproof, Long Battery Life, Portable Baby Bottle Cleaner Brush Set, Ideal Gift for Parents & Baby Shower", "asin": "B0DNQDQF6P", "price": "$34.99", "quantity": ""},
{"title": "MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews", "asin": "B08HMZZLZT", "price": "$19.99", "quantity": ""},
{"title": "Portable Baby Bottle Brush Set with Multiple Brushes,Soap Dispenser, Foldable Bottle Drying Rack for 16 Bottles, Bottle Cleaner Brush Set for Bottles and Baby Accessories, Baby Travel Essential", "asin": "B0DSVNWMWY", "price": "$22.99", "quantity": ""},
{"title": "YOTIME Travel Baby Bottle Brush Set with Portable Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Bottle Drying Rack, Pink\n6 Piece Set", "asin": "B0BL914VM5", "price": "$15.99", "quantity": ""},
{"title": "haakaa Silicone Cleaning Brush Kit - SUVA Grey - Bottle Brush for Breast Pumps, Breast Milk Collector, Baby Bottles, Nipples, Breastmilk Storage Bags\n3 Piece Set", "asin": "B097STPLJF", "price": "$23.99", "quantity": ""},
{"title": "Momcozy Bottle Brush Kit, Innovative Push-Press Design for Better Cleaning - Baby Bottle Cleaner Brush for Baby Bottle, Breast Pumps, Nipples, and More - Can Generate Foam for Better Cleaning, Green", "asin": "B0D9Y4XY7R", "price": "$19.99", "quantity": ""},
{"title": "Haakaa Silicone Cleaning Brush - Baby Bottle Brush Cleaner for Breast Pump,Nipple,Breast Milk Storage Bag - Food Grade Silicone - 1 Count - Grey\n1 Piece Set", "asin": "B09DCCDW74", "price": "$15.99", "quantity": ""},
{"title": "Silicone Bottle Cleaning Brush, 13.4\" Long Handle Water Cup Bottles Cleaner for Baby Bottles, Stanley Mug, Sports Bottle, Glass Vase, (with One Tiny Cup Lid Gap Cleaning Brush), z Blue", "asin": "B0CLHHNMVL", "price": "$8.99", "quantity": ""},
{"title": "6 in 1 Baby Bottle Brush Set,Bottle Cleaner Brush Kit with Silicone Bottle Brush,Drying Rack,Nipple Brush,Straw Brush,Soap Dispenser&Storage Box,Portable Baby Essentials for Home&Travel (White)", "asin": "B0CNRPFTF5", "price": "$21.99", "quantity": ""},
{"title": "YOTIME Travel Baby Bottle Brush Set, Included Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Drying Rack, Blue\n7 Piece Set", "asin": "B0974V68XF", "price": "$15.99", "quantity": ""},
{"title": "Portable Electric Bottle Brush Cleaner and Drying Rack Set, Foldable Bottle Drying Rack with 16 Ribs, Automatic Bottle Cleaner Brush Help Thorough Cleaning of Baby Bottles and Breast Pumps,Green", "asin": "B0DCNXG7TD", "price": "$27.89", "quantity": ""}
],
"ads": [
{
"title": "Dr. Brown's Baby Bottle Cleaning Brush with Sponge and Scrubber - Blue - 3-Pack",
"asin": "B01NCUKCC0"
},
{
"title": "Dr. Brown's Reusable Sponge Baby Bottle Cleaning Brush Set with Suction Cup Stand, Scrubber and Nipple Cleaner, Pink, 3 Pack",
"asin": "B0BRT8XCQZ"
},
{
"title": "Dr. Brown's Reusable Sponge Baby Bottle Cleaning Brush Set with Suction Cup Stand, Scrubber and Nipple Cleaner, Gray, 3 Pack",
"asin": "B0BRTCYBPS"
}
],
"search_results": [
{"title": "Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade Silicone, Waterproof, Long Battery Life, Portable Baby Bottle Cleaner Brush Set, Ideal Gift for Parents & Baby Shower", "asin": "B0DNQDQF6P", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Portable Baby Bottle Brush Set with Multiple Brushes,Soap Dispenser, Foldable Bottle Drying Rack for 16 Bottles, Bottle Cleaner Brush Set for Bottles and Baby Accessories, Baby Travel Essential", "asin": "B0DSVQ8GW8", "price": "$22.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "MOTHER-K Travel Baby Bottle Drying Rack Set, Including Bottle Brush and Travel Bottle, for Working Mom or Camping with Baby (Cream Mocha)", "asin": "B099Z93FGF", "price": "$29.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Green", "asin": "B0CS2X34Q4", "price": "$17.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Boon Cacti Bottle Cleaning Brush Set - Includes Bottle Brush, Nipple Brush, Detail Brush, and Straw Brush - Baby Bottle Brush Set for Bottle Drying Rack - Baby Essentials - 4 Count", "asin": "B082PZ44M9", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "OXO Tot Bottle & Cup Cleaning Set, Gray", "asin": "B07G7JW85X", "price": "$36.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Bottle Brush Set -Baby Travel Essential-6 in 1 Bottle Cleaner Kit with Silicone Bottle Brush,Nipple Cleaner Brush,Straw Brush,Soap Dispenser,Storage Box,Bottle Drying Rack for Home and Travel(Green)", "asin": "B0C4GZLPD9", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,Drying Rack,Nipple & Straw Brushes,Soap Dispenser & Organizer Case,Ideal Gifts for Babies& Moms", "asin": "B0C2TVVLKL", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade Silicone, Waterproof, Long Battery Life, Portable Baby Bottle Cleaner Brush Set, Ideal Gift for Parents & Baby Shower", "asin": "B0DNQDQF6P", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\u3001Nipple Brush\u3001Straw Cleaner Brush\u3001Soap Dispenser\u3001Bottle Drying Rack\u3001Drainage Tray\u3001Storage Box,Baby Travel Essential (Green)", "asin": "B0CHJSDY5H", "price": "$11.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Travel Bottle Cleaner kit, 7in1 Baby Travel Essential Silicone Bottle Brush Set, Nipple, Drying Rack, Straw, & Breast Pump Cleaning, Soap Dispenser & Organizer Case, Gift for Mom (White)", "asin": "B0CM4WRPPB", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Electric Bottle Brush Cleaner,Baby Travel Essential Bottle Brush Set,6 in 1 Rechargable Folding Brush Set with Silicone Brush, Nipple Brush, Straw Brush, Drying Rack, Storage Box", "asin": "B0DGFT7NM4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews", "asin": "B08HMZZLZT", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "YOTIME Travel Baby Bottle Brush Set with Portable Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Bottle Drying Rack, Pink", "asin": "B0BL914VM5", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "haakaa Silicone Cleaning Brush Kit - SUVA Grey - Bottle Brush for Breast Pumps, Breast Milk Collector, Baby Bottles, Nipples, Breastmilk Storage Bags", "asin": "B097STPLJF", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Baby Bottle Brush, 7 in 1 Travel Bottle Cleaner Kit with Silicone Bottle Brush, Nipple Brush, Straw Brush, Soap Dispenser, Bottle Drying Rack, Dishcloths, Portable Essentials for Home and Travel-White", "asin": "B0D2LDV2GQ", "price": "$18.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Bestidy Electric Baby Bottle Cleaner Kit for Travel- Rechargeable 360\u00b0 Rotation Electric Baby Bottle Brush with Replaceable Nipple/Straw Brush, 2-Speed Modes, 50ml Lotion Bottle & Storage Bag, Green", "asin": "B0DG5PGZW4", "price": "$21.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "OXO Tot Travel Size Drying Rack with Bottle Brush- Gray", "asin": "B07YP59DQ7", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Electric Bottle Brush Cleaner Set, Bear-Shaped Travel Baby Bottle Cleaner Kit with Silicone Nipple & Straw Brush, Soap Dispenser, Drainage Rack, Storage Box(Purple)", "asin": "B0DSZKVNJ9", "price": "$25.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Portable Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Bottle Cleaning Tool for Home and Travel", "asin": "B0D5HDRV6S", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Electric Bottle Brush Cleaner, Baby Bottle Cleaning Kit with Nipple Straw Brushes Drying Rack \u200b\u200bSoap Dispenser Rechargable Waterproof Multi-Purpose E-Brush Set for Travel & Home, Green", "asin": "B0D73NHHZT", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Travel Bottle Cleaner Kit, Anivona 5 in 1 Baby Bottle Cleaner Kit with Extendable Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack, Ideal Gifts for Baby Travel Essential (Green)", "asin": "B0D9WBZQQJ", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members Only 15 left in stock - order soon."},
{"title": "5-in-1 Baby Bottle Cleaner Set, Including Nylon & Silicone Bottle Brush, Cap, Straw & Nipple Brushes, BPA-Free (Grey)", "asin": "B0CC36QS2Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "OXO Tot Bottle Brush with Nipple Cleaner and Stand - Gray", "asin": "B0771FFWQ2", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Electric Bottle Brush Cleaner, Portable Rechargable Baby Bottle Cleaner Kit for Travel with Silicone Nipple & Straw Brush, Drainage Rack, Storage Box(Green)", "asin": "B0D1QCS3WW", "price": "$18.59", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Momcozy KleanPal Pro Baby Bottle Washer, Sterilizer & Dryer - All-in-One Cleaning Machine for Bottles, Pump Parts & Baby Essentials - Time-Saving & Effortless Care", "asin": "B0CWLHKQNT", "price": "$299.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Electric Travel Baby Bottle Brush Set with Storage Box, Automatic Bottle Cleaner Brush Kit with Silicone Bottle/Nipple/Straw Brush, Milk Frother Electric and Drainage Rack, Rechargeable, Gray", "asin": "B0CTHBSPFV", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Travel Bottle Cleaner Kit, 6-in-1 Baby Bottle Brush with Silicone Bottle Brush, Nipple Brush, Straw Brush, Drying Rack, Dispenser, Organizer, Baby Travel Essential, Gifts for New Mom - Green", "asin": "B0CYXZL8ZB", "price": "$13.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Bottle Brush Kit, Baby Travel Essential, 6 in 1 Cleaner Set with Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, 50ml Soap Dispenser, Storage Box, Bottle Drying Rack Easy Cleaning", "asin": "B0DQTXYKYB", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Boon Cacti Bottle Cleaning Brush Set, Terracotta , 4 Piece Set", "asin": "B08411KG5F", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Frida Baby DermaFrida the Bath Mitt | Toddler Quick-Dry Body Bath Brush, Silicone, Replacement to Kid's Washcloth | Fits Both Parent or Child for Early Stage Development", "asin": "B07QPC5SFS", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Wash Basin for Baby Bottles, Foldable, Versatile Wash Tub for Kitchen, RV, Outdoor Camping Sink, Sturdy & Easy to Clean", "asin": "B0D14ZB47L", "price": "$16.36", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Frida Baby Basics Kit, Baby Essentials Kit Includes Nasal Aspirator Snotsucker, NailFrida Nail Files, Windi Gas Relief, DermaFrida Bath Brush + Silicone Carry Case", "asin": "B07BYLG8R8", "price": "$39.97", "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": "2025-04-05T22:01:17.644Z", // 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>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 2634,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n{\"timestamp\": \"2025-04-05T21:59:00.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T21:59:57.023Z\", \"action\": \"input\", \"action_argument\": \"dawn straw cleaning brush\"}\n{\"timestamp\": \"2025-04-05T21:59:58.690Z\", \"action\": \"input\", \"action_argument\": \"Baby Bottle Cleaner Kit\"}\n{\"timestamp\": \"2025-04-05T22:01:17.633Z\", \"action\": \"input\", \"action_argument\": \"hydro flask\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"hydro flask\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Momcozy Bottle Brush Kit, Innovative Push-Press Design for Better Cleaning - Baby Bottle Cleaner Brush for Baby Bottle, Breast Pumps, Nipples, and More - Can Generate Foam for Better Cleaning, Pink\", \"asin\": \"B0D9Y3MSDY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade Silicone, Waterproof, Long Battery Life, Portable Baby Bottle Cleaner Brush Set, Ideal Gift for Parents & Baby Shower\", \"asin\": \"B0DNQDQF6P\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Portable Baby Bottle Brush Set with Multiple Brushes,Soap Dispenser, Foldable Bottle Drying Rack for 16 Bottles, Bottle Cleaner Brush Set for Bottles and Baby Accessories, Baby Travel Essential\", \"asin\": \"B0DSVNWMWY\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Baby Bottle Brush Set with Portable Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Bottle Drying Rack, Pink\\n6 Piece Set\", \"asin\": \"B0BL914VM5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"haakaa Silicone Cleaning Brush Kit - SUVA Grey - Bottle Brush for Breast Pumps, Breast Milk Collector, Baby Bottles, Nipples, Breastmilk Storage Bags\\n3 Piece Set\", \"asin\": \"B097STPLJF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Bottle Brush Kit, Innovative Push-Press Design for Better Cleaning - Baby Bottle Cleaner Brush for Baby Bottle, Breast Pumps, Nipples, and More - Can Generate Foam for Better Cleaning, Green\", \"asin\": \"B0D9Y4XY7R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Haakaa Silicone Cleaning Brush - Baby Bottle Brush Cleaner for Breast Pump,Nipple,Breast Milk Storage Bag - Food Grade Silicone - 1 Count - Grey\\n1 Piece Set\", \"asin\": \"B09DCCDW74\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Silicone Bottle Cleaning Brush, 13.4\\\" Long Handle Water Cup Bottles Cleaner for Baby Bottles, Stanley Mug, Sports Bottle, Glass Vase, (with One Tiny Cup Lid Gap Cleaning Brush), z Blue\", \"asin\": \"B0CLHHNMVL\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"6 in 1 Baby Bottle Brush Set,Bottle Cleaner Brush Kit with Silicone Bottle Brush,Drying Rack,Nipple Brush,Straw Brush,Soap Dispenser&Storage Box,Portable Baby Essentials for Home&Travel (White)\", \"asin\": \"B0CNRPFTF5\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"YOTIME Travel Baby Bottle Brush Set, Included Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Drying Rack, Blue\\n7 Piece Set\", \"asin\": \"B0974V68XF\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Portable Electric Bottle Brush Cleaner and Drying Rack Set, Foldable Bottle Drying Rack with 16 Ribs, Automatic Bottle Cleaner Brush Help Thorough Cleaning of Baby Bottles and Breast Pumps,Green\", \"asin\": \"B0DCNXG7TD\", \"price\": \"$27.89\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Dr. Brown's Baby Bottle Cleaning Brush with Sponge and Scrubber - Blue - 3-Pack\",\n \"asin\": \"B01NCUKCC0\"\n},\n {\n \"title\": \"Dr. Brown's Reusable Sponge Baby Bottle Cleaning Brush Set with Suction Cup Stand, Scrubber and Nipple Cleaner, Pink, 3 Pack\",\n \"asin\": \"B0BRT8XCQZ\"\n},\n {\n \"title\": \"Dr. Brown's Reusable Sponge Baby Bottle Cleaning Brush Set with Suction Cup Stand, Scrubber and Nipple Cleaner, Gray, 3 Pack\",\n \"asin\": \"B0BRTCYBPS\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade Silicone, Waterproof, Long Battery Life, Portable Baby Bottle Cleaner Brush Set, Ideal Gift for Parents & Baby Shower\", \"asin\": \"B0DNQDQF6P\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Portable Baby Bottle Brush Set with Multiple Brushes,Soap Dispenser, Foldable Bottle Drying Rack for 16 Bottles, Bottle Cleaner Brush Set for Bottles and Baby Accessories, Baby Travel Essential\", \"asin\": \"B0DSVQ8GW8\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"MOTHER-K Travel Baby Bottle Drying Rack Set, Including Bottle Brush and Travel Bottle, for Working Mom or Camping with Baby (Cream Mocha)\", \"asin\": \"B099Z93FGF\", \"price\": \"$29.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Momcozy Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack - 7 in 1 Bottle Cleaning Tool for Home and Travel, Green\", \"asin\": \"B0CS2X34Q4\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Boon Cacti Bottle Cleaning Brush Set - Includes Bottle Brush, Nipple Brush, Detail Brush, and Straw Brush - Baby Bottle Brush Set for Bottle Drying Rack - Baby Essentials - 4 Count\", \"asin\": \"B082PZ44M9\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"OXO Tot Bottle & Cup Cleaning Set, Gray\", \"asin\": \"B07G7JW85X\", \"price\": \"$36.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Bottle Brush Set -Baby Travel Essential-6 in 1 Bottle Cleaner Kit with Silicone Bottle Brush,Nipple Cleaner Brush,Straw Brush,Soap Dispenser,Storage Box,Bottle Drying Rack for Home and Travel(Green)\", \"asin\": \"B0C4GZLPD9\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Baby Bottle Brush,6 in 1 Bottle Cleaner Set with Extendable Silicone Bottle Brush,Drying Rack,Nipple & Straw Brushes,Soap Dispenser & Organizer Case,Ideal Gifts for Babies& Moms\", \"asin\": \"B0C2TVVLKL\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Electric Baby Bottle Brush Cleaner, 8-in-1 Travel Kit with Storage Box, Food-Grade Silicone, Waterproof, Long Battery Life, Portable Baby Bottle Cleaner Brush Set, Ideal Gift for Parents & Baby Shower\", \"asin\": \"B0DNQDQF6P\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"7in1 Travel Bottle Cleaner kit,Baby Essentials, with Bottle Brush\\u3001Nipple Brush\\u3001Straw Cleaner Brush\\u3001Soap Dispenser\\u3001Bottle Drying Rack\\u3001Drainage Tray\\u3001Storage Box,Baby Travel Essential (Green)\", \"asin\": \"B0CHJSDY5H\", \"price\": \"$11.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Travel Bottle Cleaner kit, 7in1 Baby Travel Essential Silicone Bottle Brush Set, Nipple, Drying Rack, Straw, & Breast Pump Cleaning, Soap Dispenser & Organizer Case, Gift for Mom (White)\", \"asin\": \"B0CM4WRPPB\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Electric Bottle Brush Cleaner,Baby Travel Essential Bottle Brush Set,6 in 1 Rechargable Folding Brush Set with Silicone Brush, Nipple Brush, Straw Brush, Drying Rack, Storage Box\", \"asin\": \"B0DGFT7NM4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"YOTIME Travel Baby Bottle Brush Set with Portable Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, Soap Dispenser and Bottle Drying Rack, Pink\", \"asin\": \"B0BL914VM5\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"haakaa Silicone Cleaning Brush Kit - SUVA Grey - Bottle Brush for Breast Pumps, Breast Milk Collector, Baby Bottles, Nipples, Breastmilk Storage Bags\", \"asin\": \"B097STPLJF\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Baby Bottle Brush, 7 in 1 Travel Bottle Cleaner Kit with Silicone Bottle Brush, Nipple Brush, Straw Brush, Soap Dispenser, Bottle Drying Rack, Dishcloths, Portable Essentials for Home and Travel-White\", \"asin\": \"B0D2LDV2GQ\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Bestidy Electric Baby Bottle Cleaner Kit for Travel- Rechargeable 360\\u00b0 Rotation Electric Baby Bottle Brush with Replaceable Nipple/Straw Brush, 2-Speed Modes, 50ml Lotion Bottle & Storage Bag, Green\", \"asin\": \"B0DG5PGZW4\", \"price\": \"$21.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"OXO Tot Travel Size Drying Rack with Bottle Brush- Gray\", \"asin\": \"B07YP59DQ7\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Bottle Brush Cleaner Set, Bear-Shaped Travel Baby Bottle Cleaner Kit with Silicone Nipple & Straw Brush, Soap Dispenser, Drainage Rack, Storage Box(Purple)\", \"asin\": \"B0DSZKVNJ9\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Portable Bottle Brush Set - Baby Bottle Cleaner Kit with Silicone Brush, Nipple Brush, Straw Brush, Bottle Cleaning Tool for Home and Travel\", \"asin\": \"B0D5HDRV6S\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Electric Bottle Brush Cleaner, Baby Bottle Cleaning Kit with Nipple Straw Brushes Drying Rack \\u200b\\u200bSoap Dispenser Rechargable Waterproof Multi-Purpose E-Brush Set for Travel & Home, Green\", \"asin\": \"B0D73NHHZT\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Travel Bottle Cleaner Kit, Anivona 5 in 1 Baby Bottle Cleaner Kit with Extendable Silicone Brush, Nipple Brush, Straw Brush, Soap Dispenser, Drying Rack, Ideal Gifts for Baby Travel Essential (Green)\", \"asin\": \"B0D9WBZQQJ\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members Only 15 left in stock - order soon.\"},\n {\"title\": \"5-in-1 Baby Bottle Cleaner Set, Including Nylon & Silicone Bottle Brush, Cap, Straw & Nipple Brushes, BPA-Free (Grey)\", \"asin\": \"B0CC36QS2Y\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"OXO Tot Bottle Brush with Nipple Cleaner and Stand - Gray\", \"asin\": \"B0771FFWQ2\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Bottle Brush Cleaner, Portable Rechargable Baby Bottle Cleaner Kit for Travel with Silicone Nipple & Straw Brush, Drainage Rack, Storage Box(Green)\", \"asin\": \"B0D1QCS3WW\", \"price\": \"$18.59\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Momcozy KleanPal Pro Baby Bottle Washer, Sterilizer & Dryer - All-in-One Cleaning Machine for Bottles, Pump Parts & Baby Essentials - Time-Saving & Effortless Care\", \"asin\": \"B0CWLHKQNT\", \"price\": \"$299.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Electric Travel Baby Bottle Brush Set with Storage Box, Automatic Bottle Cleaner Brush Kit with Silicone Bottle/Nipple/Straw Brush, Milk Frother Electric and Drainage Rack, Rechargeable, Gray\", \"asin\": \"B0CTHBSPFV\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Travel Bottle Cleaner Kit, 6-in-1 Baby Bottle Brush with Silicone Bottle Brush, Nipple Brush, Straw Brush, Drying Rack, Dispenser, Organizer, Baby Travel Essential, Gifts for New Mom - Green\", \"asin\": \"B0CYXZL8ZB\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Bottle Brush Kit, Baby Travel Essential, 6 in 1 Cleaner Set with Silicone Bottle Brush, Nipple Cleaner Brush, Straw Brush, 50ml Soap Dispenser, Storage Box, Bottle Drying Rack Easy Cleaning\", \"asin\": \"B0DQTXYKYB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Boon Cacti Bottle Cleaning Brush Set, Terracotta , 4 Piece Set\", \"asin\": \"B08411KG5F\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Frida Baby DermaFrida the Bath Mitt | Toddler Quick-Dry Body Bath Brush, Silicone, Replacement to Kid's Washcloth | Fits Both Parent or Child for Early Stage Development\", \"asin\": \"B07QPC5SFS\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Wash Basin for Baby Bottles, Foldable, Versatile Wash Tub for Kitchen, RV, Outdoor Camping Sink, Sturdy & Easy to Clean\", \"asin\": \"B0D14ZB47L\", \"price\": \"$16.36\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Frida Baby Basics Kit, Baby Essentials Kit Includes Nasal Aspirator Snotsucker, NailFrida Nail Files, Windi Gas Relief, DermaFrida Bath Brush + Silicone Carry Case\", \"asin\": \"B07BYLG8R8\", \"price\": \"$39.97\", \"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\": \"2025-04-05T22:01:17.644Z\", // 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n{\"timestamp\": \"2025-04-05T21:59:00.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T21:59:57.023Z\", \"action\": \"input\", \"action_argument\": \"dawn straw cleaning brush\"}\n{\"timestamp\": \"2025-04-05T21:59:58.690Z\", \"action\": \"input\", \"action_argument\": \"Baby Bottle Cleaner Kit\"}\n{\"timestamp\": \"2025-04-05T22:01:17.633Z\", \"action\": \"input\", \"action_argument\": \"hydro flask\"}\n{\"timestamp\": \"2025-04-05T22:01:17.644Z\", \"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\": \"hydro flask cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"promotion_items\": [\n {\"title\": \"haakaa Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Lavender -1pk\\n1 Piece Set\", \"asin\": \"B0DJSTY9PV\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\\n1 Count (Pack of 1)\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"ALINK 5 Pack Water Bottle Brush Cleaning Set with Holder, Bottle Cleaner with Stand, Straw Nipple Lid Brush for Stanley Tumblers, Drinking Glass, Baby Bottles, Jugs - Gray\", \"asin\": \"B0CQLCG9W8\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"8Pcs Water Bottle Cleaner Brush, Multipurpose Bottle Brush Cleaner Kit with Long Nylon Straw Brush Cleaner for Stanley, 4 in 1 Bottle Gap Cleaner and Long Handle Silicone Cup Cleaners(Blue)\", \"asin\": \"B0DH3CQ2C5\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA Toilet Bowl Brush and Holder, Premium Quality, with Solid Handle and Durable Bristles for Bathroom Cleaning, White, 1 Pack\", \"asin\": \"B08TM4WH2Q\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"haakaa Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Pea Green-1pk\\n1 Piece Set\", \"asin\": \"B0DJSXQ8J9\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\\n1 Count (Pack of 1)\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White\", \"asin\": \"B0CMXCJQR8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Silicone Cleaning Brush Kit \\u2013 Household Cleaning Brushes for Bottles and Crevices \\u2013 Food-Grade Silicone: Dishwasher Safe (Kit-Blush)\", \"asin\": \"B0CQPRCF8W\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Lavender -1pk\", \"asin\": \"B0DJSTY9PV\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Cleaning Supplies - Bottle Brush & Straw Cleaning Set - Water Bottle Cleaning Accessories Dishwasher Safe Reusable Straw Brush\", \"asin\": \"B07BKZKY27\", \"price\": \"$12.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"6 Pack Bottle Brush Set, 14\\\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Brushes, 3-in-1 Bottle Cleaning Brush for Water Bottle, Baby Bottle, Straws Black\", \"asin\": \"B0C1S8WP4X\", \"price\": \"$8.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Bottle Brush Tube Cleaning Lab Set with Long Handle, Cup Cleaner for Washing Narrow Neck Beer Wine Decanter Pipes Lids Sinks Cap Covers, White\", \"asin\": \"B086D7SX8K\", \"price\": \"$8.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack\", \"asin\": \"B08Z6X231C\", \"price\": \"$9.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Long Handle Bottle Brush, Flexible Scrub Brush for Water Bottles, Glasswares, Mugs, Black, 2 Pack\", \"asin\": \"B087PC9KCD\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Cleaning Brush with USB Rechargeable Electric Bottle Brush Cleaner and 3 Replaceable Silicone Bottle Brushes and Straw Cleaner Brush,Perfect Baby Gifts and Kitchen Brushes(Pink)\", \"asin\": \"B0CDPSPQ2F\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Baby Bottle Brush 2 Pack Set - Baby Essentials Bottle Cleaner with Long Handle & Versatile Bottle Brushes for Cleaning - Baby Must Haves Portable Bottle Brush Cleaner - White\", \"asin\": \"B0CJ79B97V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Multi-Purpose Bottle Cleaner, Insulated Cup Crevice Brush and Micro lid Brush to Easily Clean Bottles, Mugs and Cups - 3-in-1 Small Cleaning Brush Set (3 Pack)\", \"asin\": \"B0DSB97H53\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 19 - 28 for Prime members\"},\n {\"title\": \"Good Grips Bottle Brush, Multicolor\", \"asin\": \"B00004OCLJ\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Glass and Water Bottle Brush, Long-Lasting Bristles, Safe On Multiple Types Of Water Bottles, Baby Bottles, Vases, And More\", \"asin\": \"B009S1HA6Y\", \"price\": \"$4.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3 in 1 Multipurpose Bottle Gap Cleaner Brush,3 Pack Cup Cover Cleaning Brush,Cup Crevice Cleaning Tools,Water Bottle Cleaner Brush,Home Kitchen Cleaning Tools\", \"asin\": \"B0BMFYYWC7\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks\", \"asin\": \"B07FDY1CDY\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Baby Bottle Brush and Straw Cleaner Brush Set, Extra Long Double-Ended Soft Silicone Brush Cleaner for Baby Bottles, Water Bottles, Cups, Breast Pumps, Detachable & Hangable\", \"asin\": \"B0CKNLP5K4\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush Set, Long Handle 3-in-1 Stainless Steel Water Bottle Scrubbing Brush, Cleaning for Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Tumblers, Flask(Short Size)\", \"asin\": \"B0CCYDK7PT\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Cleaning Scrubbing Brush\", \"asin\": \"B0D5MSWXKV\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Brush Cleaner Set, 14\\\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Cleaner Brush, Bottle Cleaning Brush for Water Bottle, Cups, Baby Bottle, Straws Black\", \"asin\": \"B0CX1QZKXR\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Insulation Bottle Cleaning Tools, Mutipurpose Tiny Silicone Cup Holder Cleaner, Home Kitchen Cleaning Tools\", \"asin\": \"B0BL3CWYJC\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Bottle Brush, Long Stainless Steel Handle Water Bottle Brush Cleaner, Sports Bottle Scrubber, Kitchen Scrub Cleaning Brushes for Beer Bottles, Cups, Wine Glasses, Coffee Mugs, Tumblers, Thermos\", \"asin\": \"B0D7GXYH3Y\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Set of Long Handled Stainless Steel Cleaning Brushes Designed for Cleaning Sports Bottles, Baby Bottles, Milk Bottles, Mugs, Coffee Cups, Glassware, flasks (3 Pack)\", \"asin\": \"B0D37T5X7Z\", \"price\": \"$4.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Bottle Cleaning Brush with Long Handle, 12.5\\\" Water Bottle Cleaner for Baby Bottles, Hydro Flask, Sports Bottle, Vase, Glassware, Perfect for Smaller Diameter Bottle Openings (One Pack)\", \"asin\": \"B07MPXTPWD\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2 Drinking Straw Cleaning Brush Long - Bristle Cleaner for Stainless Steel Drink Straws Heavy Duty Brushes for Washing Glass Silicone Metal Straws Tea Pot Spout Mini Micro Bottle\", \"asin\": \"B00DKDOKEG\", \"price\": \"$3.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"3 Pack Water Bottle Cleaner Brush Kit-Cleaning Set for Sports Water Bottle, Baby Bottles, Tumbler Cup Bottle Cleaner Brush\", \"asin\": \"B0C1RQLX6Y\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"Straw Cleaner Brush for Stanley, 6Pcs Reusable Extra Long Straw Cleaner for 40/30/20 oz Stanley Mug, 10mm Wide Drinking Straw Cleaning Brush for Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0CRNVKCV4\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"[3 Pack] Bottle Brush, Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush with Straw & Lid Brushes for Sports Water Bottles, Cups, Coffee Mugs, Glasswares, Tumblers, Wine Decanters\", \"asin\": \"B0DMVBT3L5\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Cleaning Brush Set - Long Handle Bottle Cleaner for Washing Narrow Neck Beer Bottles, Sports Water Bottles with Straw Brush, Kettle Spout/Lid Cleaner Brushes\", \"asin\": \"B076BB7DYS\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"5 Pack Bottle Brush Set, 5-in-1 Water Bottle Cleaner Brush, 15\\\"\\\" Long Handle Bottle Cleaning Brush, 3 Straw Brush, Removable Nipple Brush, Detail Brush for Cup Lid Gap, WBBSBLB5\", \"asin\": \"B0D3HD9W9Z\", \"price\": \"$11.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Brush Cleaner Pack - Set of 5 Bottle Brushes for Cleaning Baby Bottles, Water Bottles, Tumblers, Wine Decanters, Flask, Bong, Vase Cleaner - One Straw Cleaner Brush\", \"asin\": \"B07G4ZG7L4\", \"price\": \"$9.30\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Water Bottle Brush, Water Bottle Cleaner & Straw Brush Cleaning Scrubbing Brush 15 in Long Bottle Brush Detachable Head Multi-Function Cleaning Brush Homework Cleaning Brushe\", \"asin\": \"B0C813T3F9\", \"price\": \"$9.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White\", \"asin\": \"B0CMXCJQR8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Bottle Brush with Twist N' Hide Straw Brush, Water Bottle Brush Cleaner with Removable Head, Built for Cleaning Water Bottles, Coffee Mugs, Wine Decanters, Glasswares, Flask, 1 Pack\", \"asin\": \"B0CY9C64PF\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Stainless Steel Water Bottle Brush, Long Handle Scrubbing Brush, Built for Cleaning Sports Bottles, Baby Bottles, Cups, Coffee Mugs, Glasswares, Wine Decanters, Flask, 2 Pack, 15 in\", \"asin\": \"B08C9K32HY\", \"price\": \"$13.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"2in1 Long Handle Bottle Brush with Straw Brush for Cleaning Glass, Sports Bottle, Coffee Mug,1 Pack\", \"asin\": \"B0D789WH3R\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"16\\\" Bottle Brush Cleaner for Water Bottle - Long Handle Bottle Brush for Cleaning Narrow Neck Sport Bottles,Beer Bottle and Jugs, Set of 2\", \"asin\": \"B072X92B4C\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Silicone Cleaning Brush Kit \\u2013 Household Cleaning Brushes for Bottles and Crevices \\u2013 Food-Grade Silicone: Dishwasher Safe (Brush-Grey)\", \"asin\": \"B0CQPQH88H\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2 Pack Long Handle Bottle Scrubbing Brushes, Bottle Cleaner for Washing Glasswares, Wine Decanter, Hydro Flask Tumbler, Sinks, Food Jars\", \"asin\": \"B0B129XJ2K\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pack Bottle Cleaning Brush Set, Stainless Steel Scrub Cleaner Brush with 15'' Long Handle and 3 Straw Brushes, Flexible for Cleaning Sport Water Bottles, Straws, Coffee Mug, Cups, Baby Bottle\", \"asin\": \"B0CBJYBJQQ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"16\\u201d Long Bottle Brush Cleaner for Washing Wine/Beer/Sport Well/Thermos/Glass and Long Narrow Neck Sport Bottles\", \"asin\": \"B07567S6W1\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks\", \"asin\": \"B07FDY1CDY\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush, 15 Inches Long Stainless Steel Handle Bottle Brush Cleaner, Bottle Scrubber, Kitchen Scrub Cleaning Brushes for Cup, Wine Glasses, Coffee Mugs, Tumblers, Wine Decanters, Black\", \"asin\": \"B0D2MMVCBG\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Bottle Brush and Straw Cleaner Brush Set,7 Pcs 12\\u201d Extra Long Water Bottle Cleaning Brush for Cleaning Baby Bottles,Straws, Narrow Neck Bottles, Wine Decanter,Pipes and Cup Cover\", \"asin\": \"B0C2PBL4KN\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"8Pcs Water Bottle Cleaner Brush - Multipurpose Cup Cleaner Kit with Long Nylon Straw Brush Long Handle Silicone Bottles Cleaning for Tumbler, Sports Water Bottle, Wine Glass\", \"asin\": \"B0D8ZP6KDN\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"Water Bottle Brush Stainless Steel Long Handle Bottle Cleaner Scrubbing Brush for Cleaning Sports Bottles, Baby Bottles, Cups, Coffee Mugs, Glasswares, Wine Decanters, Flask, Vase, and Kitchen Sink\", \"asin\": \"B09WHV63RB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Bottle Cleaning Brush, Silicone Cup Lid Gap Cleaner, Home Kitchen Crevice Cleaning Tools (Multicolored)\", \"asin\": \"B0D2HB8J9H\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses\", \"asin\": \"B08L4ZL1GJ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"[4 Pack] Water Bottle Brush & Straw Cleaner Set,Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush for Sports Bottles, Cups, Dishes, Coffee Mugs, Glasswares, Tumblers, Wine Decanters\", \"asin\": \"B0CTJD9VK7\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5-Pack Reusable Straw Pipe Cleaner Brush Set, Long Pipe Brush Cleaner Tool Kit, Nylon Cleaning Brush for Water Bottle, Teapot, Narrow Neck Glass Containers, Baby Bottle, Jug, Hookah, Hydro Flask\", \"asin\": \"B07TJX6QBQ\", \"price\": \"$5.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3 in 1 Tiny Cleaning Brush, 3 Pack Cup Lid Cleaner Brushes Set Mini Multi-Functional Crevice Cleaning Brush for Cleaning Baby Bottles, Narrow Neck Bottle, Sport Water Bottle, Tumbler, Glass Vase\", \"asin\": \"B0BMXHNWLK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"3 Pack Cup Cleaning Kit Compatible with Stanley,Multipurpose Cup Cleaner Kit with Extra Long Nylon Straw Brush Cleaner,3 in 1 Bottle Gap Cleaner and Long Handle Silicone Brush Cleaner\", \"asin\": \"B0CZ6MCGLJ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Bottle Brush, Water Bottle Cleaner Brush with Long Handle, Perfect for Cleaning Narrow Neck Containers, Vacuum Sports Bottle, Tumblers, Flask, Glassware (1 Pack, Charcoal)\", \"asin\": \"B0BR2D7YBS\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"}\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\": \"2025-04-05T22:02:06.739Z\", // 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
|
2025-04-05T22:02:06.739Z
|
input
|
hydro flask cleaning brush
|
rule
|
2025-04-05T22:02:06.739Z
|
train
| 2,635 |
2025-04-05T22:02:06.739Z
|
input
|
hydro flask cleaning brush
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-05T21:57:51.547Z", "action": "input", "action_argument": "straw cleaning"}
{"timestamp": "2025-04-05T21:57:51.584Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T21:58:39.527Z", "action": "click_product", "action_argument": "B0CS2X34Q4"}
{"timestamp": "2025-04-05T21:59:00.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T21:59:57.023Z", "action": "input", "action_argument": "dawn straw cleaning brush"}
{"timestamp": "2025-04-05T21:59:58.690Z", "action": "input", "action_argument": "Baby Bottle Cleaner Kit"}
{"timestamp": "2025-04-05T22:01:17.633Z", "action": "input", "action_argument": "hydro flask"}
{"timestamp": "2025-04-05T22:01:17.644Z", "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": "hydro flask cleaning brush"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$4.69"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"promotion_items": [
{"title": "haakaa Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Lavender -1pk\n1 Piece Set", "asin": "B0DJSTY9PV", "price": "$15.99", "quantity": ""},
{"title": "Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "quantity": ""},
{"title": "MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews", "asin": "B08HMZZLZT", "price": "$19.99", "quantity": ""},
{"title": "12.5\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\n1 Count (Pack of 1)", "asin": "B07CLDNYWH", "price": "$13.49", "quantity": ""},
{"title": "ALINK 5 Pack Water Bottle Brush Cleaning Set with Holder, Bottle Cleaner with Stand, Straw Nipple Lid Brush for Stanley Tumblers, Drinking Glass, Baby Bottles, Jugs - Gray", "asin": "B0CQLCG9W8", "price": "$13.99", "quantity": ""},
{"title": "8Pcs Water Bottle Cleaner Brush, Multipurpose Bottle Brush Cleaner Kit with Long Nylon Straw Brush Cleaner for Stanley, 4 in 1 Bottle Gap Cleaner and Long Handle Silicone Cup Cleaners(Blue)", "asin": "B0DH3CQ2C5", "price": "$9.99", "quantity": ""},
{"title": "Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "quantity": ""},
{"title": "MR.SIGA Toilet Bowl Brush and Holder, Premium Quality, with Solid Handle and Durable Bristles for Bathroom Cleaning, White, 1 Pack", "asin": "B08TM4WH2Q", "price": "$19.99", "quantity": ""},
{"title": "MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews", "asin": "B08HMZZLZT", "price": "$19.99", "quantity": ""},
{"title": "haakaa Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Pea Green-1pk\n1 Piece Set", "asin": "B0DJSXQ8J9", "price": "$15.99", "quantity": ""},
{"title": "3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head", "asin": "B08M3SLL98", "price": "$12.95", "quantity": ""},
{"title": "12.5\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\n1 Count (Pack of 1)", "asin": "B07CLDNYWH", "price": "$13.49", "quantity": ""}
],
"search_results": [
{"title": "Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White", "asin": "B0CMXCJQR8", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews", "asin": "B08HMZZLZT", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Silicone Cleaning Brush Kit \u2013 Household Cleaning Brushes for Bottles and Crevices \u2013 Food-Grade Silicone: Dishwasher Safe (Kit-Blush)", "asin": "B0CQPRCF8W", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Lavender -1pk", "asin": "B0DJSTY9PV", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Cleaning Supplies - Bottle Brush & Straw Cleaning Set - Water Bottle Cleaning Accessories Dishwasher Safe Reusable Straw Brush", "asin": "B07BKZKY27", "price": "$12.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "6 Pack Bottle Brush Set, 14\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Brushes, 3-in-1 Bottle Cleaning Brush for Water Bottle, Baby Bottle, Straws Black", "asin": "B0C1S8WP4X", "price": "$8.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Bottle Brush Tube Cleaning Lab Set with Long Handle, Cup Cleaner for Washing Narrow Neck Beer Wine Decanter Pipes Lids Sinks Cap Covers, White", "asin": "B086D7SX8K", "price": "$8.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack", "asin": "B08Z6X231C", "price": "$9.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head", "asin": "B08M3SLL98", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Long Handle Bottle Brush, Flexible Scrub Brush for Water Bottles, Glasswares, Mugs, Black, 2 Pack", "asin": "B087PC9KCD", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Electric Cleaning Brush with USB Rechargeable Electric Bottle Brush Cleaner and 3 Replaceable Silicone Bottle Brushes and Straw Cleaner Brush,Perfect Baby Gifts and Kitchen Brushes(Pink)", "asin": "B0CDPSPQ2F", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Baby Bottle Brush 2 Pack Set - Baby Essentials Bottle Cleaner with Long Handle & Versatile Bottle Brushes for Cleaning - Baby Must Haves Portable Bottle Brush Cleaner - White", "asin": "B0CJ79B97V", "price": "$13.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head", "asin": "B08M3SLL98", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Multi-Purpose Bottle Cleaner, Insulated Cup Crevice Brush and Micro lid Brush to Easily Clean Bottles, Mugs and Cups - 3-in-1 Small Cleaning Brush Set (3 Pack)", "asin": "B0DSB97H53", "price": "$6.99", "delivery": "FREE delivery Apr 19 - 28 for Prime members"},
{"title": "Good Grips Bottle Brush, Multicolor", "asin": "B00004OCLJ", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Glass and Water Bottle Brush, Long-Lasting Bristles, Safe On Multiple Types Of Water Bottles, Baby Bottles, Vases, And More", "asin": "B009S1HA6Y", "price": "$4.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3 in 1 Multipurpose Bottle Gap Cleaner Brush,3 Pack Cup Cover Cleaning Brush,Cup Crevice Cleaning Tools,Water Bottle Cleaner Brush,Home Kitchen Cleaning Tools", "asin": "B0BMFYYWC7", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "12.5\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers", "asin": "B07CLDNYWH", "price": "$13.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks", "asin": "B07FDY1CDY", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Baby Bottle Brush and Straw Cleaner Brush Set, Extra Long Double-Ended Soft Silicone Brush Cleaner for Baby Bottles, Water Bottles, Cups, Breast Pumps, Detachable & Hangable", "asin": "B0CKNLP5K4", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Water Bottle Brush Set, Long Handle 3-in-1 Stainless Steel Water Bottle Scrubbing Brush, Cleaning for Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Tumblers, Flask(Short Size)", "asin": "B0CCYDK7PT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Water Bottle Cleaning Scrubbing Brush", "asin": "B0D5MSWXKV", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Bottle Brush Cleaner Set, 14\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Cleaner Brush, Bottle Cleaning Brush for Water Bottle, Cups, Baby Bottle, Straws Black", "asin": "B0CX1QZKXR", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Insulation Bottle Cleaning Tools, Mutipurpose Tiny Silicone Cup Holder Cleaner, Home Kitchen Cleaning Tools", "asin": "B0BL3CWYJC", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Bottle Brush, Long Stainless Steel Handle Water Bottle Brush Cleaner, Sports Bottle Scrubber, Kitchen Scrub Cleaning Brushes for Beer Bottles, Cups, Wine Glasses, Coffee Mugs, Tumblers, Thermos", "asin": "B0D7GXYH3Y", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Set of Long Handled Stainless Steel Cleaning Brushes Designed for Cleaning Sports Bottles, Baby Bottles, Milk Bottles, Mugs, Coffee Cups, Glassware, flasks (3 Pack)", "asin": "B0D37T5X7Z", "price": "$4.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Silicone Bottle Cleaning Brush with Long Handle, 12.5\" Water Bottle Cleaner for Baby Bottles, Hydro Flask, Sports Bottle, Vase, Glassware, Perfect for Smaller Diameter Bottle Openings (One Pack)", "asin": "B07MPXTPWD", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2 Drinking Straw Cleaning Brush Long - Bristle Cleaner for Stainless Steel Drink Straws Heavy Duty Brushes for Washing Glass Silicone Metal Straws Tea Pot Spout Mini Micro Bottle", "asin": "B00DKDOKEG", "price": "$3.19", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "3 Pack Water Bottle Cleaner Brush Kit-Cleaning Set for Sports Water Bottle, Baby Bottles, Tumbler Cup Bottle Cleaner Brush", "asin": "B0C1RQLX6Y", "price": "$8.99", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "Straw Cleaner Brush for Stanley, 6Pcs Reusable Extra Long Straw Cleaner for 40/30/20 oz Stanley Mug, 10mm Wide Drinking Straw Cleaning Brush for Sippy Cup, Water Bottle and Tubes", "asin": "B0CRNVKCV4", "price": "$3.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "12.5\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers", "asin": "B07CLDNYWH", "price": "$13.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "[3 Pack] Bottle Brush, Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush with Straw & Lid Brushes for Sports Water Bottles, Cups, Coffee Mugs, Glasswares, Tumblers, Wine Decanters", "asin": "B0DMVBT3L5", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Bottle Cleaning Brush Set - Long Handle Bottle Cleaner for Washing Narrow Neck Beer Bottles, Sports Water Bottles with Straw Brush, Kettle Spout/Lid Cleaner Brushes", "asin": "B076BB7DYS", "price": "$7.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "5 Pack Bottle Brush Set, 5-in-1 Water Bottle Cleaner Brush, 15\"\" Long Handle Bottle Cleaning Brush, 3 Straw Brush, Removable Nipple Brush, Detail Brush for Cup Lid Gap, WBBSBLB5", "asin": "B0D3HD9W9Z", "price": "$11.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Bottle Brush Cleaner Pack - Set of 5 Bottle Brushes for Cleaning Baby Bottles, Water Bottles, Tumblers, Wine Decanters, Flask, Bong, Vase Cleaner - One Straw Cleaner Brush", "asin": "B07G4ZG7L4", "price": "$9.30", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2-in-1 Water Bottle Brush, Water Bottle Cleaner & Straw Brush Cleaning Scrubbing Brush 15 in Long Bottle Brush Detachable Head Multi-Function Cleaning Brush Homework Cleaning Brushe", "asin": "B0C813T3F9", "price": "$9.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White", "asin": "B0CMXCJQR8", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2-in-1 Bottle Brush with Twist N' Hide Straw Brush, Water Bottle Brush Cleaner with Removable Head, Built for Cleaning Water Bottles, Coffee Mugs, Wine Decanters, Glasswares, Flask, 1 Pack", "asin": "B0CY9C64PF", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews", "asin": "B08HMZZLZT", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Stainless Steel Water Bottle Brush, Long Handle Scrubbing Brush, Built for Cleaning Sports Bottles, Baby Bottles, Cups, Coffee Mugs, Glasswares, Wine Decanters, Flask, 2 Pack, 15 in", "asin": "B08C9K32HY", "price": "$13.95", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "2in1 Long Handle Bottle Brush with Straw Brush for Cleaning Glass, Sports Bottle, Coffee Mug,1 Pack", "asin": "B0D789WH3R", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "16\" Bottle Brush Cleaner for Water Bottle - Long Handle Bottle Brush for Cleaning Narrow Neck Sport Bottles,Beer Bottle and Jugs, Set of 2", "asin": "B072X92B4C", "price": "$5.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Silicone Cleaning Brush Kit \u2013 Household Cleaning Brushes for Bottles and Crevices \u2013 Food-Grade Silicone: Dishwasher Safe (Brush-Grey)", "asin": "B0CQPQH88H", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2 Pack Long Handle Bottle Scrubbing Brushes, Bottle Cleaner for Washing Glasswares, Wine Decanter, Hydro Flask Tumbler, Sinks, Food Jars", "asin": "B0B129XJ2K", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "5 Pack Bottle Cleaning Brush Set, Stainless Steel Scrub Cleaner Brush with 15'' Long Handle and 3 Straw Brushes, Flexible for Cleaning Sport Water Bottles, Straws, Coffee Mug, Cups, Baby Bottle", "asin": "B0CBJYBJQQ", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "16\u201d Long Bottle Brush Cleaner for Washing Wine/Beer/Sport Well/Thermos/Glass and Long Narrow Neck Sport Bottles", "asin": "B07567S6W1", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks", "asin": "B07FDY1CDY", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Water Bottle Brush, 15 Inches Long Stainless Steel Handle Bottle Brush Cleaner, Bottle Scrubber, Kitchen Scrub Cleaning Brushes for Cup, Wine Glasses, Coffee Mugs, Tumblers, Wine Decanters, Black", "asin": "B0D2MMVCBG", "price": "$8.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Bottle Brush and Straw Cleaner Brush Set,7 Pcs 12\u201d Extra Long Water Bottle Cleaning Brush for Cleaning Baby Bottles,Straws, Narrow Neck Bottles, Wine Decanter,Pipes and Cup Cover", "asin": "B0C2PBL4KN", "price": "$6.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "8Pcs Water Bottle Cleaner Brush - Multipurpose Cup Cleaner Kit with Long Nylon Straw Brush Long Handle Silicone Bottles Cleaning for Tumbler, Sports Water Bottle, Wine Glass", "asin": "B0D8ZP6KDN", "price": "$9.99", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "Water Bottle Brush Stainless Steel Long Handle Bottle Cleaner Scrubbing Brush for Cleaning Sports Bottles, Baby Bottles, Cups, Coffee Mugs, Glasswares, Wine Decanters, Flask, Vase, and Kitchen Sink", "asin": "B09WHV63RB", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Bottle Cleaning Brush, Silicone Cup Lid Gap Cleaner, Home Kitchen Crevice Cleaning Tools (Multicolored)", "asin": "B0D2HB8J9H", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses", "asin": "B08L4ZL1GJ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "[4 Pack] Water Bottle Brush & Straw Cleaner Set,Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush for Sports Bottles, Cups, Dishes, Coffee Mugs, Glasswares, Tumblers, Wine Decanters", "asin": "B0CTJD9VK7", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "5-Pack Reusable Straw Pipe Cleaner Brush Set, Long Pipe Brush Cleaner Tool Kit, Nylon Cleaning Brush for Water Bottle, Teapot, Narrow Neck Glass Containers, Baby Bottle, Jug, Hookah, Hydro Flask", "asin": "B07TJX6QBQ", "price": "$5.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "3 in 1 Tiny Cleaning Brush, 3 Pack Cup Lid Cleaner Brushes Set Mini Multi-Functional Crevice Cleaning Brush for Cleaning Baby Bottles, Narrow Neck Bottle, Sport Water Bottle, Tumbler, Glass Vase", "asin": "B0BMXHNWLK", "price": "$5.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "3 Pack Cup Cleaning Kit Compatible with Stanley,Multipurpose Cup Cleaner Kit with Extra Long Nylon Straw Brush Cleaner,3 in 1 Bottle Gap Cleaner and Long Handle Silicone Brush Cleaner", "asin": "B0CZ6MCGLJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Silicone Bottle Brush, Water Bottle Cleaner Brush with Long Handle, Perfect for Cleaning Narrow Neck Containers, Vacuum Sports Bottle, Tumblers, Flask, Glassware (1 Pack, Charcoal)", "asin": "B0BR2D7YBS", "price": "$9.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-05T22:02:06.739Z", // 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>hydro flask cleaning brush</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>hydro flask cleaning brush</answer_argument>",
"index": 2635,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n{\"timestamp\": \"2025-04-05T21:59:00.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T21:59:57.023Z\", \"action\": \"input\", \"action_argument\": \"dawn straw cleaning brush\"}\n{\"timestamp\": \"2025-04-05T21:59:58.690Z\", \"action\": \"input\", \"action_argument\": \"Baby Bottle Cleaner Kit\"}\n{\"timestamp\": \"2025-04-05T22:01:17.633Z\", \"action\": \"input\", \"action_argument\": \"hydro flask\"}\n{\"timestamp\": \"2025-04-05T22:01:17.644Z\", \"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\": \"hydro flask cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"promotion_items\": [\n {\"title\": \"haakaa Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Lavender -1pk\\n1 Piece Set\", \"asin\": \"B0DJSTY9PV\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\\n1 Count (Pack of 1)\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"ALINK 5 Pack Water Bottle Brush Cleaning Set with Holder, Bottle Cleaner with Stand, Straw Nipple Lid Brush for Stanley Tumblers, Drinking Glass, Baby Bottles, Jugs - Gray\", \"asin\": \"B0CQLCG9W8\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"8Pcs Water Bottle Cleaner Brush, Multipurpose Bottle Brush Cleaner Kit with Long Nylon Straw Brush Cleaner for Stanley, 4 in 1 Bottle Gap Cleaner and Long Handle Silicone Cup Cleaners(Blue)\", \"asin\": \"B0DH3CQ2C5\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA Toilet Bowl Brush and Holder, Premium Quality, with Solid Handle and Durable Bristles for Bathroom Cleaning, White, 1 Pack\", \"asin\": \"B08TM4WH2Q\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"haakaa Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Pea Green-1pk\\n1 Piece Set\", \"asin\": \"B0DJSXQ8J9\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\\n1 Count (Pack of 1)\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White\", \"asin\": \"B0CMXCJQR8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Silicone Cleaning Brush Kit \\u2013 Household Cleaning Brushes for Bottles and Crevices \\u2013 Food-Grade Silicone: Dishwasher Safe (Kit-Blush)\", \"asin\": \"B0CQPRCF8W\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Lavender -1pk\", \"asin\": \"B0DJSTY9PV\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Cleaning Supplies - Bottle Brush & Straw Cleaning Set - Water Bottle Cleaning Accessories Dishwasher Safe Reusable Straw Brush\", \"asin\": \"B07BKZKY27\", \"price\": \"$12.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"6 Pack Bottle Brush Set, 14\\\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Brushes, 3-in-1 Bottle Cleaning Brush for Water Bottle, Baby Bottle, Straws Black\", \"asin\": \"B0C1S8WP4X\", \"price\": \"$8.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Bottle Brush Tube Cleaning Lab Set with Long Handle, Cup Cleaner for Washing Narrow Neck Beer Wine Decanter Pipes Lids Sinks Cap Covers, White\", \"asin\": \"B086D7SX8K\", \"price\": \"$8.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack\", \"asin\": \"B08Z6X231C\", \"price\": \"$9.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Long Handle Bottle Brush, Flexible Scrub Brush for Water Bottles, Glasswares, Mugs, Black, 2 Pack\", \"asin\": \"B087PC9KCD\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Cleaning Brush with USB Rechargeable Electric Bottle Brush Cleaner and 3 Replaceable Silicone Bottle Brushes and Straw Cleaner Brush,Perfect Baby Gifts and Kitchen Brushes(Pink)\", \"asin\": \"B0CDPSPQ2F\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Baby Bottle Brush 2 Pack Set - Baby Essentials Bottle Cleaner with Long Handle & Versatile Bottle Brushes for Cleaning - Baby Must Haves Portable Bottle Brush Cleaner - White\", \"asin\": \"B0CJ79B97V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Multi-Purpose Bottle Cleaner, Insulated Cup Crevice Brush and Micro lid Brush to Easily Clean Bottles, Mugs and Cups - 3-in-1 Small Cleaning Brush Set (3 Pack)\", \"asin\": \"B0DSB97H53\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 19 - 28 for Prime members\"},\n {\"title\": \"Good Grips Bottle Brush, Multicolor\", \"asin\": \"B00004OCLJ\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Glass and Water Bottle Brush, Long-Lasting Bristles, Safe On Multiple Types Of Water Bottles, Baby Bottles, Vases, And More\", \"asin\": \"B009S1HA6Y\", \"price\": \"$4.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3 in 1 Multipurpose Bottle Gap Cleaner Brush,3 Pack Cup Cover Cleaning Brush,Cup Crevice Cleaning Tools,Water Bottle Cleaner Brush,Home Kitchen Cleaning Tools\", \"asin\": \"B0BMFYYWC7\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks\", \"asin\": \"B07FDY1CDY\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Baby Bottle Brush and Straw Cleaner Brush Set, Extra Long Double-Ended Soft Silicone Brush Cleaner for Baby Bottles, Water Bottles, Cups, Breast Pumps, Detachable & Hangable\", \"asin\": \"B0CKNLP5K4\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush Set, Long Handle 3-in-1 Stainless Steel Water Bottle Scrubbing Brush, Cleaning for Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Tumblers, Flask(Short Size)\", \"asin\": \"B0CCYDK7PT\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Cleaning Scrubbing Brush\", \"asin\": \"B0D5MSWXKV\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Brush Cleaner Set, 14\\\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Cleaner Brush, Bottle Cleaning Brush for Water Bottle, Cups, Baby Bottle, Straws Black\", \"asin\": \"B0CX1QZKXR\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Insulation Bottle Cleaning Tools, Mutipurpose Tiny Silicone Cup Holder Cleaner, Home Kitchen Cleaning Tools\", \"asin\": \"B0BL3CWYJC\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Bottle Brush, Long Stainless Steel Handle Water Bottle Brush Cleaner, Sports Bottle Scrubber, Kitchen Scrub Cleaning Brushes for Beer Bottles, Cups, Wine Glasses, Coffee Mugs, Tumblers, Thermos\", \"asin\": \"B0D7GXYH3Y\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Set of Long Handled Stainless Steel Cleaning Brushes Designed for Cleaning Sports Bottles, Baby Bottles, Milk Bottles, Mugs, Coffee Cups, Glassware, flasks (3 Pack)\", \"asin\": \"B0D37T5X7Z\", \"price\": \"$4.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Bottle Cleaning Brush with Long Handle, 12.5\\\" Water Bottle Cleaner for Baby Bottles, Hydro Flask, Sports Bottle, Vase, Glassware, Perfect for Smaller Diameter Bottle Openings (One Pack)\", \"asin\": \"B07MPXTPWD\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2 Drinking Straw Cleaning Brush Long - Bristle Cleaner for Stainless Steel Drink Straws Heavy Duty Brushes for Washing Glass Silicone Metal Straws Tea Pot Spout Mini Micro Bottle\", \"asin\": \"B00DKDOKEG\", \"price\": \"$3.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"3 Pack Water Bottle Cleaner Brush Kit-Cleaning Set for Sports Water Bottle, Baby Bottles, Tumbler Cup Bottle Cleaner Brush\", \"asin\": \"B0C1RQLX6Y\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"Straw Cleaner Brush for Stanley, 6Pcs Reusable Extra Long Straw Cleaner for 40/30/20 oz Stanley Mug, 10mm Wide Drinking Straw Cleaning Brush for Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0CRNVKCV4\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"[3 Pack] Bottle Brush, Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush with Straw & Lid Brushes for Sports Water Bottles, Cups, Coffee Mugs, Glasswares, Tumblers, Wine Decanters\", \"asin\": \"B0DMVBT3L5\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Cleaning Brush Set - Long Handle Bottle Cleaner for Washing Narrow Neck Beer Bottles, Sports Water Bottles with Straw Brush, Kettle Spout/Lid Cleaner Brushes\", \"asin\": \"B076BB7DYS\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"5 Pack Bottle Brush Set, 5-in-1 Water Bottle Cleaner Brush, 15\\\"\\\" Long Handle Bottle Cleaning Brush, 3 Straw Brush, Removable Nipple Brush, Detail Brush for Cup Lid Gap, WBBSBLB5\", \"asin\": \"B0D3HD9W9Z\", \"price\": \"$11.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Brush Cleaner Pack - Set of 5 Bottle Brushes for Cleaning Baby Bottles, Water Bottles, Tumblers, Wine Decanters, Flask, Bong, Vase Cleaner - One Straw Cleaner Brush\", \"asin\": \"B07G4ZG7L4\", \"price\": \"$9.30\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Water Bottle Brush, Water Bottle Cleaner & Straw Brush Cleaning Scrubbing Brush 15 in Long Bottle Brush Detachable Head Multi-Function Cleaning Brush Homework Cleaning Brushe\", \"asin\": \"B0C813T3F9\", \"price\": \"$9.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White\", \"asin\": \"B0CMXCJQR8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Bottle Brush with Twist N' Hide Straw Brush, Water Bottle Brush Cleaner with Removable Head, Built for Cleaning Water Bottles, Coffee Mugs, Wine Decanters, Glasswares, Flask, 1 Pack\", \"asin\": \"B0CY9C64PF\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Stainless Steel Water Bottle Brush, Long Handle Scrubbing Brush, Built for Cleaning Sports Bottles, Baby Bottles, Cups, Coffee Mugs, Glasswares, Wine Decanters, Flask, 2 Pack, 15 in\", \"asin\": \"B08C9K32HY\", \"price\": \"$13.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"2in1 Long Handle Bottle Brush with Straw Brush for Cleaning Glass, Sports Bottle, Coffee Mug,1 Pack\", \"asin\": \"B0D789WH3R\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"16\\\" Bottle Brush Cleaner for Water Bottle - Long Handle Bottle Brush for Cleaning Narrow Neck Sport Bottles,Beer Bottle and Jugs, Set of 2\", \"asin\": \"B072X92B4C\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Silicone Cleaning Brush Kit \\u2013 Household Cleaning Brushes for Bottles and Crevices \\u2013 Food-Grade Silicone: Dishwasher Safe (Brush-Grey)\", \"asin\": \"B0CQPQH88H\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2 Pack Long Handle Bottle Scrubbing Brushes, Bottle Cleaner for Washing Glasswares, Wine Decanter, Hydro Flask Tumbler, Sinks, Food Jars\", \"asin\": \"B0B129XJ2K\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pack Bottle Cleaning Brush Set, Stainless Steel Scrub Cleaner Brush with 15'' Long Handle and 3 Straw Brushes, Flexible for Cleaning Sport Water Bottles, Straws, Coffee Mug, Cups, Baby Bottle\", \"asin\": \"B0CBJYBJQQ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"16\\u201d Long Bottle Brush Cleaner for Washing Wine/Beer/Sport Well/Thermos/Glass and Long Narrow Neck Sport Bottles\", \"asin\": \"B07567S6W1\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks\", \"asin\": \"B07FDY1CDY\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush, 15 Inches Long Stainless Steel Handle Bottle Brush Cleaner, Bottle Scrubber, Kitchen Scrub Cleaning Brushes for Cup, Wine Glasses, Coffee Mugs, Tumblers, Wine Decanters, Black\", \"asin\": \"B0D2MMVCBG\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Bottle Brush and Straw Cleaner Brush Set,7 Pcs 12\\u201d Extra Long Water Bottle Cleaning Brush for Cleaning Baby Bottles,Straws, Narrow Neck Bottles, Wine Decanter,Pipes and Cup Cover\", \"asin\": \"B0C2PBL4KN\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"8Pcs Water Bottle Cleaner Brush - Multipurpose Cup Cleaner Kit with Long Nylon Straw Brush Long Handle Silicone Bottles Cleaning for Tumbler, Sports Water Bottle, Wine Glass\", \"asin\": \"B0D8ZP6KDN\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"Water Bottle Brush Stainless Steel Long Handle Bottle Cleaner Scrubbing Brush for Cleaning Sports Bottles, Baby Bottles, Cups, Coffee Mugs, Glasswares, Wine Decanters, Flask, Vase, and Kitchen Sink\", \"asin\": \"B09WHV63RB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Bottle Cleaning Brush, Silicone Cup Lid Gap Cleaner, Home Kitchen Crevice Cleaning Tools (Multicolored)\", \"asin\": \"B0D2HB8J9H\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses\", \"asin\": \"B08L4ZL1GJ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"[4 Pack] Water Bottle Brush & Straw Cleaner Set,Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush for Sports Bottles, Cups, Dishes, Coffee Mugs, Glasswares, Tumblers, Wine Decanters\", \"asin\": \"B0CTJD9VK7\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5-Pack Reusable Straw Pipe Cleaner Brush Set, Long Pipe Brush Cleaner Tool Kit, Nylon Cleaning Brush for Water Bottle, Teapot, Narrow Neck Glass Containers, Baby Bottle, Jug, Hookah, Hydro Flask\", \"asin\": \"B07TJX6QBQ\", \"price\": \"$5.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3 in 1 Tiny Cleaning Brush, 3 Pack Cup Lid Cleaner Brushes Set Mini Multi-Functional Crevice Cleaning Brush for Cleaning Baby Bottles, Narrow Neck Bottle, Sport Water Bottle, Tumbler, Glass Vase\", \"asin\": \"B0BMXHNWLK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"3 Pack Cup Cleaning Kit Compatible with Stanley,Multipurpose Cup Cleaner Kit with Extra Long Nylon Straw Brush Cleaner,3 in 1 Bottle Gap Cleaner and Long Handle Silicone Brush Cleaner\", \"asin\": \"B0CZ6MCGLJ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Bottle Brush, Water Bottle Cleaner Brush with Long Handle, Perfect for Cleaning Narrow Neck Containers, Vacuum Sports Bottle, Tumblers, Flask, Glassware (1 Pack, Charcoal)\", \"asin\": \"B0BR2D7YBS\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"}\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\": \"2025-04-05T22:02:06.739Z\", // 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n{\"timestamp\": \"2025-04-05T21:59:00.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T21:59:57.023Z\", \"action\": \"input\", \"action_argument\": \"dawn straw cleaning brush\"}\n{\"timestamp\": \"2025-04-05T21:59:58.690Z\", \"action\": \"input\", \"action_argument\": \"Baby Bottle Cleaner Kit\"}\n{\"timestamp\": \"2025-04-05T22:01:17.633Z\", \"action\": \"input\", \"action_argument\": \"hydro flask\"}\n{\"timestamp\": \"2025-04-05T22:01:17.644Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T22:02:06.739Z\", \"action\": \"input\", \"action_argument\": \"hydro flask cleaning brush\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"hydro flask cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"promotion_items\": [\n {\"title\": \"haakaa Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Lavender -1pk\\n1 Piece Set\", \"asin\": \"B0DJSTY9PV\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\\n1 Count (Pack of 1)\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"ALINK 5 Pack Water Bottle Brush Cleaning Set with Holder, Bottle Cleaner with Stand, Straw Nipple Lid Brush for Stanley Tumblers, Drinking Glass, Baby Bottles, Jugs - Gray\", \"asin\": \"B0CQLCG9W8\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"8Pcs Water Bottle Cleaner Brush, Multipurpose Bottle Brush Cleaner Kit with Long Nylon Straw Brush Cleaner for Stanley, 4 in 1 Bottle Gap Cleaner and Long Handle Silicone Cup Cleaners(Blue)\", \"asin\": \"B0DH3CQ2C5\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA Toilet Bowl Brush and Holder, Premium Quality, with Solid Handle and Durable Bristles for Bathroom Cleaning, White, 1 Pack\", \"asin\": \"B08TM4WH2Q\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"haakaa Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Pea Green-1pk\\n1 Piece Set\", \"asin\": \"B0DJSXQ8J9\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\\n1 Count (Pack of 1)\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White\", \"asin\": \"B0CMXCJQR8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Silicone Cleaning Brush Kit \\u2013 Household Cleaning Brushes for Bottles and Crevices \\u2013 Food-Grade Silicone: Dishwasher Safe (Kit-Blush)\", \"asin\": \"B0CQPRCF8W\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Lavender -1pk\", \"asin\": \"B0DJSTY9PV\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Cleaning Supplies - Bottle Brush & Straw Cleaning Set - Water Bottle Cleaning Accessories Dishwasher Safe Reusable Straw Brush\", \"asin\": \"B07BKZKY27\", \"price\": \"$12.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"6 Pack Bottle Brush Set, 14\\\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Brushes, 3-in-1 Bottle Cleaning Brush for Water Bottle, Baby Bottle, Straws Black\", \"asin\": \"B0C1S8WP4X\", \"price\": \"$8.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Bottle Brush Tube Cleaning Lab Set with Long Handle, Cup Cleaner for Washing Narrow Neck Beer Wine Decanter Pipes Lids Sinks Cap Covers, White\", \"asin\": \"B086D7SX8K\", \"price\": \"$8.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack\", \"asin\": \"B08Z6X231C\", \"price\": \"$9.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Long Handle Bottle Brush, Flexible Scrub Brush for Water Bottles, Glasswares, Mugs, Black, 2 Pack\", \"asin\": \"B087PC9KCD\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Cleaning Brush with USB Rechargeable Electric Bottle Brush Cleaner and 3 Replaceable Silicone Bottle Brushes and Straw Cleaner Brush,Perfect Baby Gifts and Kitchen Brushes(Pink)\", \"asin\": \"B0CDPSPQ2F\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Baby Bottle Brush 2 Pack Set - Baby Essentials Bottle Cleaner with Long Handle & Versatile Bottle Brushes for Cleaning - Baby Must Haves Portable Bottle Brush Cleaner - White\", \"asin\": \"B0CJ79B97V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Multi-Purpose Bottle Cleaner, Insulated Cup Crevice Brush and Micro lid Brush to Easily Clean Bottles, Mugs and Cups - 3-in-1 Small Cleaning Brush Set (3 Pack)\", \"asin\": \"B0DSB97H53\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 19 - 28 for Prime members\"},\n {\"title\": \"Good Grips Bottle Brush, Multicolor\", \"asin\": \"B00004OCLJ\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Glass and Water Bottle Brush, Long-Lasting Bristles, Safe On Multiple Types Of Water Bottles, Baby Bottles, Vases, And More\", \"asin\": \"B009S1HA6Y\", \"price\": \"$4.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3 in 1 Multipurpose Bottle Gap Cleaner Brush,3 Pack Cup Cover Cleaning Brush,Cup Crevice Cleaning Tools,Water Bottle Cleaner Brush,Home Kitchen Cleaning Tools\", \"asin\": \"B0BMFYYWC7\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks\", \"asin\": \"B07FDY1CDY\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Baby Bottle Brush and Straw Cleaner Brush Set, Extra Long Double-Ended Soft Silicone Brush Cleaner for Baby Bottles, Water Bottles, Cups, Breast Pumps, Detachable & Hangable\", \"asin\": \"B0CKNLP5K4\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush Set, Long Handle 3-in-1 Stainless Steel Water Bottle Scrubbing Brush, Cleaning for Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Tumblers, Flask(Short Size)\", \"asin\": \"B0CCYDK7PT\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Cleaning Scrubbing Brush\", \"asin\": \"B0D5MSWXKV\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Brush Cleaner Set, 14\\\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Cleaner Brush, Bottle Cleaning Brush for Water Bottle, Cups, Baby Bottle, Straws Black\", \"asin\": \"B0CX1QZKXR\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Insulation Bottle Cleaning Tools, Mutipurpose Tiny Silicone Cup Holder Cleaner, Home Kitchen Cleaning Tools\", \"asin\": \"B0BL3CWYJC\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Bottle Brush, Long Stainless Steel Handle Water Bottle Brush Cleaner, Sports Bottle Scrubber, Kitchen Scrub Cleaning Brushes for Beer Bottles, Cups, Wine Glasses, Coffee Mugs, Tumblers, Thermos\", \"asin\": \"B0D7GXYH3Y\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Set of Long Handled Stainless Steel Cleaning Brushes Designed for Cleaning Sports Bottles, Baby Bottles, Milk Bottles, Mugs, Coffee Cups, Glassware, flasks (3 Pack)\", \"asin\": \"B0D37T5X7Z\", \"price\": \"$4.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Bottle Cleaning Brush with Long Handle, 12.5\\\" Water Bottle Cleaner for Baby Bottles, Hydro Flask, Sports Bottle, Vase, Glassware, Perfect for Smaller Diameter Bottle Openings (One Pack)\", \"asin\": \"B07MPXTPWD\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2 Drinking Straw Cleaning Brush Long - Bristle Cleaner for Stainless Steel Drink Straws Heavy Duty Brushes for Washing Glass Silicone Metal Straws Tea Pot Spout Mini Micro Bottle\", \"asin\": \"B00DKDOKEG\", \"price\": \"$3.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"3 Pack Water Bottle Cleaner Brush Kit-Cleaning Set for Sports Water Bottle, Baby Bottles, Tumbler Cup Bottle Cleaner Brush\", \"asin\": \"B0C1RQLX6Y\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"Straw Cleaner Brush for Stanley, 6Pcs Reusable Extra Long Straw Cleaner for 40/30/20 oz Stanley Mug, 10mm Wide Drinking Straw Cleaning Brush for Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0CRNVKCV4\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"[3 Pack] Bottle Brush, Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush with Straw & Lid Brushes for Sports Water Bottles, Cups, Coffee Mugs, Glasswares, Tumblers, Wine Decanters\", \"asin\": \"B0DMVBT3L5\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Cleaning Brush Set - Long Handle Bottle Cleaner for Washing Narrow Neck Beer Bottles, Sports Water Bottles with Straw Brush, Kettle Spout/Lid Cleaner Brushes\", \"asin\": \"B076BB7DYS\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"5 Pack Bottle Brush Set, 5-in-1 Water Bottle Cleaner Brush, 15\\\"\\\" Long Handle Bottle Cleaning Brush, 3 Straw Brush, Removable Nipple Brush, Detail Brush for Cup Lid Gap, WBBSBLB5\", \"asin\": \"B0D3HD9W9Z\", \"price\": \"$11.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Brush Cleaner Pack - Set of 5 Bottle Brushes for Cleaning Baby Bottles, Water Bottles, Tumblers, Wine Decanters, Flask, Bong, Vase Cleaner - One Straw Cleaner Brush\", \"asin\": \"B07G4ZG7L4\", \"price\": \"$9.30\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Water Bottle Brush, Water Bottle Cleaner & Straw Brush Cleaning Scrubbing Brush 15 in Long Bottle Brush Detachable Head Multi-Function Cleaning Brush Homework Cleaning Brushe\", \"asin\": \"B0C813T3F9\", \"price\": \"$9.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White\", \"asin\": \"B0CMXCJQR8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Bottle Brush with Twist N' Hide Straw Brush, Water Bottle Brush Cleaner with Removable Head, Built for Cleaning Water Bottles, Coffee Mugs, Wine Decanters, Glasswares, Flask, 1 Pack\", \"asin\": \"B0CY9C64PF\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Stainless Steel Water Bottle Brush, Long Handle Scrubbing Brush, Built for Cleaning Sports Bottles, Baby Bottles, Cups, Coffee Mugs, Glasswares, Wine Decanters, Flask, 2 Pack, 15 in\", \"asin\": \"B08C9K32HY\", \"price\": \"$13.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"2in1 Long Handle Bottle Brush with Straw Brush for Cleaning Glass, Sports Bottle, Coffee Mug,1 Pack\", \"asin\": \"B0D789WH3R\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"16\\\" Bottle Brush Cleaner for Water Bottle - Long Handle Bottle Brush for Cleaning Narrow Neck Sport Bottles,Beer Bottle and Jugs, Set of 2\", \"asin\": \"B072X92B4C\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Silicone Cleaning Brush Kit \\u2013 Household Cleaning Brushes for Bottles and Crevices \\u2013 Food-Grade Silicone: Dishwasher Safe (Brush-Grey)\", \"asin\": \"B0CQPQH88H\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2 Pack Long Handle Bottle Scrubbing Brushes, Bottle Cleaner for Washing Glasswares, Wine Decanter, Hydro Flask Tumbler, Sinks, Food Jars\", \"asin\": \"B0B129XJ2K\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pack Bottle Cleaning Brush Set, Stainless Steel Scrub Cleaner Brush with 15'' Long Handle and 3 Straw Brushes, Flexible for Cleaning Sport Water Bottles, Straws, Coffee Mug, Cups, Baby Bottle\", \"asin\": \"B0CBJYBJQQ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"16\\u201d Long Bottle Brush Cleaner for Washing Wine/Beer/Sport Well/Thermos/Glass and Long Narrow Neck Sport Bottles\", \"asin\": \"B07567S6W1\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks\", \"asin\": \"B07FDY1CDY\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush, 15 Inches Long Stainless Steel Handle Bottle Brush Cleaner, Bottle Scrubber, Kitchen Scrub Cleaning Brushes for Cup, Wine Glasses, Coffee Mugs, Tumblers, Wine Decanters, Black\", \"asin\": \"B0D2MMVCBG\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Bottle Brush and Straw Cleaner Brush Set,7 Pcs 12\\u201d Extra Long Water Bottle Cleaning Brush for Cleaning Baby Bottles,Straws, Narrow Neck Bottles, Wine Decanter,Pipes and Cup Cover\", \"asin\": \"B0C2PBL4KN\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"8Pcs Water Bottle Cleaner Brush - Multipurpose Cup Cleaner Kit with Long Nylon Straw Brush Long Handle Silicone Bottles Cleaning for Tumbler, Sports Water Bottle, Wine Glass\", \"asin\": \"B0D8ZP6KDN\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"Water Bottle Brush Stainless Steel Long Handle Bottle Cleaner Scrubbing Brush for Cleaning Sports Bottles, Baby Bottles, Cups, Coffee Mugs, Glasswares, Wine Decanters, Flask, Vase, and Kitchen Sink\", \"asin\": \"B09WHV63RB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Bottle Cleaning Brush, Silicone Cup Lid Gap Cleaner, Home Kitchen Crevice Cleaning Tools (Multicolored)\", \"asin\": \"B0D2HB8J9H\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses\", \"asin\": \"B08L4ZL1GJ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"[4 Pack] Water Bottle Brush & Straw Cleaner Set,Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush for Sports Bottles, Cups, Dishes, Coffee Mugs, Glasswares, Tumblers, Wine Decanters\", \"asin\": \"B0CTJD9VK7\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5-Pack Reusable Straw Pipe Cleaner Brush Set, Long Pipe Brush Cleaner Tool Kit, Nylon Cleaning Brush for Water Bottle, Teapot, Narrow Neck Glass Containers, Baby Bottle, Jug, Hookah, Hydro Flask\", \"asin\": \"B07TJX6QBQ\", \"price\": \"$5.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3 in 1 Tiny Cleaning Brush, 3 Pack Cup Lid Cleaner Brushes Set Mini Multi-Functional Crevice Cleaning Brush for Cleaning Baby Bottles, Narrow Neck Bottle, Sport Water Bottle, Tumbler, Glass Vase\", \"asin\": \"B0BMXHNWLK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"3 Pack Cup Cleaning Kit Compatible with Stanley,Multipurpose Cup Cleaner Kit with Extra Long Nylon Straw Brush Cleaner,3 in 1 Bottle Gap Cleaner and Long Handle Silicone Brush Cleaner\", \"asin\": \"B0CZ6MCGLJ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Bottle Brush, Water Bottle Cleaner Brush with Long Handle, Perfect for Cleaning Narrow Neck Containers, Vacuum Sports Bottle, Tumblers, Flask, Glassware (1 Pack, Charcoal)\", \"asin\": \"B0BR2D7YBS\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"}\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\": \"2025-04-05T22:02:06.756Z\", // 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
|
2025-04-05T22:02:06.756Z
|
click
|
suggested_term
|
rule
|
2025-04-05T22:02:06.756Z
|
train
| 2,636 |
2025-04-05T22:02:06.756Z
|
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": "2025-04-05T21:57:51.547Z", "action": "input", "action_argument": "straw cleaning"}
{"timestamp": "2025-04-05T21:57:51.584Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T21:58:39.527Z", "action": "click_product", "action_argument": "B0CS2X34Q4"}
{"timestamp": "2025-04-05T21:59:00.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T21:59:57.023Z", "action": "input", "action_argument": "dawn straw cleaning brush"}
{"timestamp": "2025-04-05T21:59:58.690Z", "action": "input", "action_argument": "Baby Bottle Cleaner Kit"}
{"timestamp": "2025-04-05T22:01:17.633Z", "action": "input", "action_argument": "hydro flask"}
{"timestamp": "2025-04-05T22:01:17.644Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T22:02:06.739Z", "action": "input", "action_argument": "hydro flask cleaning brush"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "hydro flask cleaning brush"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$4.69"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"promotion_items": [
{"title": "haakaa Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Lavender -1pk\n1 Piece Set", "asin": "B0DJSTY9PV", "price": "$15.99", "quantity": ""},
{"title": "Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "quantity": ""},
{"title": "MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews", "asin": "B08HMZZLZT", "price": "$19.99", "quantity": ""},
{"title": "12.5\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\n1 Count (Pack of 1)", "asin": "B07CLDNYWH", "price": "$13.49", "quantity": ""},
{"title": "ALINK 5 Pack Water Bottle Brush Cleaning Set with Holder, Bottle Cleaner with Stand, Straw Nipple Lid Brush for Stanley Tumblers, Drinking Glass, Baby Bottles, Jugs - Gray", "asin": "B0CQLCG9W8", "price": "$13.99", "quantity": ""},
{"title": "8Pcs Water Bottle Cleaner Brush, Multipurpose Bottle Brush Cleaner Kit with Long Nylon Straw Brush Cleaner for Stanley, 4 in 1 Bottle Gap Cleaner and Long Handle Silicone Cup Cleaners(Blue)", "asin": "B0DH3CQ2C5", "price": "$9.99", "quantity": ""},
{"title": "Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "quantity": ""},
{"title": "MR.SIGA Toilet Bowl Brush and Holder, Premium Quality, with Solid Handle and Durable Bristles for Bathroom Cleaning, White, 1 Pack", "asin": "B08TM4WH2Q", "price": "$19.99", "quantity": ""},
{"title": "MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews", "asin": "B08HMZZLZT", "price": "$19.99", "quantity": ""},
{"title": "haakaa Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Pea Green-1pk\n1 Piece Set", "asin": "B0DJSXQ8J9", "price": "$15.99", "quantity": ""},
{"title": "3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head", "asin": "B08M3SLL98", "price": "$12.95", "quantity": ""},
{"title": "12.5\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\n1 Count (Pack of 1)", "asin": "B07CLDNYWH", "price": "$13.49", "quantity": ""}
],
"search_results": [
{"title": "Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White", "asin": "B0CMXCJQR8", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews", "asin": "B08HMZZLZT", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Silicone Cleaning Brush Kit \u2013 Household Cleaning Brushes for Bottles and Crevices \u2013 Food-Grade Silicone: Dishwasher Safe (Kit-Blush)", "asin": "B0CQPRCF8W", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Lavender -1pk", "asin": "B0DJSTY9PV", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Cleaning Supplies - Bottle Brush & Straw Cleaning Set - Water Bottle Cleaning Accessories Dishwasher Safe Reusable Straw Brush", "asin": "B07BKZKY27", "price": "$12.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "6 Pack Bottle Brush Set, 14\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Brushes, 3-in-1 Bottle Cleaning Brush for Water Bottle, Baby Bottle, Straws Black", "asin": "B0C1S8WP4X", "price": "$8.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Bottle Brush Tube Cleaning Lab Set with Long Handle, Cup Cleaner for Washing Narrow Neck Beer Wine Decanter Pipes Lids Sinks Cap Covers, White", "asin": "B086D7SX8K", "price": "$8.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack", "asin": "B08Z6X231C", "price": "$9.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head", "asin": "B08M3SLL98", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Long Handle Bottle Brush, Flexible Scrub Brush for Water Bottles, Glasswares, Mugs, Black, 2 Pack", "asin": "B087PC9KCD", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Electric Cleaning Brush with USB Rechargeable Electric Bottle Brush Cleaner and 3 Replaceable Silicone Bottle Brushes and Straw Cleaner Brush,Perfect Baby Gifts and Kitchen Brushes(Pink)", "asin": "B0CDPSPQ2F", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Baby Bottle Brush 2 Pack Set - Baby Essentials Bottle Cleaner with Long Handle & Versatile Bottle Brushes for Cleaning - Baby Must Haves Portable Bottle Brush Cleaner - White", "asin": "B0CJ79B97V", "price": "$13.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head", "asin": "B08M3SLL98", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Multi-Purpose Bottle Cleaner, Insulated Cup Crevice Brush and Micro lid Brush to Easily Clean Bottles, Mugs and Cups - 3-in-1 Small Cleaning Brush Set (3 Pack)", "asin": "B0DSB97H53", "price": "$6.99", "delivery": "FREE delivery Apr 19 - 28 for Prime members"},
{"title": "Good Grips Bottle Brush, Multicolor", "asin": "B00004OCLJ", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Glass and Water Bottle Brush, Long-Lasting Bristles, Safe On Multiple Types Of Water Bottles, Baby Bottles, Vases, And More", "asin": "B009S1HA6Y", "price": "$4.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3 in 1 Multipurpose Bottle Gap Cleaner Brush,3 Pack Cup Cover Cleaning Brush,Cup Crevice Cleaning Tools,Water Bottle Cleaner Brush,Home Kitchen Cleaning Tools", "asin": "B0BMFYYWC7", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "12.5\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers", "asin": "B07CLDNYWH", "price": "$13.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks", "asin": "B07FDY1CDY", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Baby Bottle Brush and Straw Cleaner Brush Set, Extra Long Double-Ended Soft Silicone Brush Cleaner for Baby Bottles, Water Bottles, Cups, Breast Pumps, Detachable & Hangable", "asin": "B0CKNLP5K4", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Water Bottle Brush Set, Long Handle 3-in-1 Stainless Steel Water Bottle Scrubbing Brush, Cleaning for Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Tumblers, Flask(Short Size)", "asin": "B0CCYDK7PT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Water Bottle Cleaning Scrubbing Brush", "asin": "B0D5MSWXKV", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Bottle Brush Cleaner Set, 14\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Cleaner Brush, Bottle Cleaning Brush for Water Bottle, Cups, Baby Bottle, Straws Black", "asin": "B0CX1QZKXR", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Insulation Bottle Cleaning Tools, Mutipurpose Tiny Silicone Cup Holder Cleaner, Home Kitchen Cleaning Tools", "asin": "B0BL3CWYJC", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Bottle Brush, Long Stainless Steel Handle Water Bottle Brush Cleaner, Sports Bottle Scrubber, Kitchen Scrub Cleaning Brushes for Beer Bottles, Cups, Wine Glasses, Coffee Mugs, Tumblers, Thermos", "asin": "B0D7GXYH3Y", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Set of Long Handled Stainless Steel Cleaning Brushes Designed for Cleaning Sports Bottles, Baby Bottles, Milk Bottles, Mugs, Coffee Cups, Glassware, flasks (3 Pack)", "asin": "B0D37T5X7Z", "price": "$4.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Silicone Bottle Cleaning Brush with Long Handle, 12.5\" Water Bottle Cleaner for Baby Bottles, Hydro Flask, Sports Bottle, Vase, Glassware, Perfect for Smaller Diameter Bottle Openings (One Pack)", "asin": "B07MPXTPWD", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2 Drinking Straw Cleaning Brush Long - Bristle Cleaner for Stainless Steel Drink Straws Heavy Duty Brushes for Washing Glass Silicone Metal Straws Tea Pot Spout Mini Micro Bottle", "asin": "B00DKDOKEG", "price": "$3.19", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "3 Pack Water Bottle Cleaner Brush Kit-Cleaning Set for Sports Water Bottle, Baby Bottles, Tumbler Cup Bottle Cleaner Brush", "asin": "B0C1RQLX6Y", "price": "$8.99", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "Straw Cleaner Brush for Stanley, 6Pcs Reusable Extra Long Straw Cleaner for 40/30/20 oz Stanley Mug, 10mm Wide Drinking Straw Cleaning Brush for Sippy Cup, Water Bottle and Tubes", "asin": "B0CRNVKCV4", "price": "$3.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "12.5\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers", "asin": "B07CLDNYWH", "price": "$13.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "[3 Pack] Bottle Brush, Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush with Straw & Lid Brushes for Sports Water Bottles, Cups, Coffee Mugs, Glasswares, Tumblers, Wine Decanters", "asin": "B0DMVBT3L5", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Bottle Cleaning Brush Set - Long Handle Bottle Cleaner for Washing Narrow Neck Beer Bottles, Sports Water Bottles with Straw Brush, Kettle Spout/Lid Cleaner Brushes", "asin": "B076BB7DYS", "price": "$7.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "5 Pack Bottle Brush Set, 5-in-1 Water Bottle Cleaner Brush, 15\"\" Long Handle Bottle Cleaning Brush, 3 Straw Brush, Removable Nipple Brush, Detail Brush for Cup Lid Gap, WBBSBLB5", "asin": "B0D3HD9W9Z", "price": "$11.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Bottle Brush Cleaner Pack - Set of 5 Bottle Brushes for Cleaning Baby Bottles, Water Bottles, Tumblers, Wine Decanters, Flask, Bong, Vase Cleaner - One Straw Cleaner Brush", "asin": "B07G4ZG7L4", "price": "$9.30", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2-in-1 Water Bottle Brush, Water Bottle Cleaner & Straw Brush Cleaning Scrubbing Brush 15 in Long Bottle Brush Detachable Head Multi-Function Cleaning Brush Homework Cleaning Brushe", "asin": "B0C813T3F9", "price": "$9.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White", "asin": "B0CMXCJQR8", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2-in-1 Bottle Brush with Twist N' Hide Straw Brush, Water Bottle Brush Cleaner with Removable Head, Built for Cleaning Water Bottles, Coffee Mugs, Wine Decanters, Glasswares, Flask, 1 Pack", "asin": "B0CY9C64PF", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews", "asin": "B08HMZZLZT", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Stainless Steel Water Bottle Brush, Long Handle Scrubbing Brush, Built for Cleaning Sports Bottles, Baby Bottles, Cups, Coffee Mugs, Glasswares, Wine Decanters, Flask, 2 Pack, 15 in", "asin": "B08C9K32HY", "price": "$13.95", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "2in1 Long Handle Bottle Brush with Straw Brush for Cleaning Glass, Sports Bottle, Coffee Mug,1 Pack", "asin": "B0D789WH3R", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "16\" Bottle Brush Cleaner for Water Bottle - Long Handle Bottle Brush for Cleaning Narrow Neck Sport Bottles,Beer Bottle and Jugs, Set of 2", "asin": "B072X92B4C", "price": "$5.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Silicone Cleaning Brush Kit \u2013 Household Cleaning Brushes for Bottles and Crevices \u2013 Food-Grade Silicone: Dishwasher Safe (Brush-Grey)", "asin": "B0CQPQH88H", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2 Pack Long Handle Bottle Scrubbing Brushes, Bottle Cleaner for Washing Glasswares, Wine Decanter, Hydro Flask Tumbler, Sinks, Food Jars", "asin": "B0B129XJ2K", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "5 Pack Bottle Cleaning Brush Set, Stainless Steel Scrub Cleaner Brush with 15'' Long Handle and 3 Straw Brushes, Flexible for Cleaning Sport Water Bottles, Straws, Coffee Mug, Cups, Baby Bottle", "asin": "B0CBJYBJQQ", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "16\u201d Long Bottle Brush Cleaner for Washing Wine/Beer/Sport Well/Thermos/Glass and Long Narrow Neck Sport Bottles", "asin": "B07567S6W1", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks", "asin": "B07FDY1CDY", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Water Bottle Brush, 15 Inches Long Stainless Steel Handle Bottle Brush Cleaner, Bottle Scrubber, Kitchen Scrub Cleaning Brushes for Cup, Wine Glasses, Coffee Mugs, Tumblers, Wine Decanters, Black", "asin": "B0D2MMVCBG", "price": "$8.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Bottle Brush and Straw Cleaner Brush Set,7 Pcs 12\u201d Extra Long Water Bottle Cleaning Brush for Cleaning Baby Bottles,Straws, Narrow Neck Bottles, Wine Decanter,Pipes and Cup Cover", "asin": "B0C2PBL4KN", "price": "$6.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "8Pcs Water Bottle Cleaner Brush - Multipurpose Cup Cleaner Kit with Long Nylon Straw Brush Long Handle Silicone Bottles Cleaning for Tumbler, Sports Water Bottle, Wine Glass", "asin": "B0D8ZP6KDN", "price": "$9.99", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "Water Bottle Brush Stainless Steel Long Handle Bottle Cleaner Scrubbing Brush for Cleaning Sports Bottles, Baby Bottles, Cups, Coffee Mugs, Glasswares, Wine Decanters, Flask, Vase, and Kitchen Sink", "asin": "B09WHV63RB", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Bottle Cleaning Brush, Silicone Cup Lid Gap Cleaner, Home Kitchen Crevice Cleaning Tools (Multicolored)", "asin": "B0D2HB8J9H", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses", "asin": "B08L4ZL1GJ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "[4 Pack] Water Bottle Brush & Straw Cleaner Set,Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush for Sports Bottles, Cups, Dishes, Coffee Mugs, Glasswares, Tumblers, Wine Decanters", "asin": "B0CTJD9VK7", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "5-Pack Reusable Straw Pipe Cleaner Brush Set, Long Pipe Brush Cleaner Tool Kit, Nylon Cleaning Brush for Water Bottle, Teapot, Narrow Neck Glass Containers, Baby Bottle, Jug, Hookah, Hydro Flask", "asin": "B07TJX6QBQ", "price": "$5.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "3 in 1 Tiny Cleaning Brush, 3 Pack Cup Lid Cleaner Brushes Set Mini Multi-Functional Crevice Cleaning Brush for Cleaning Baby Bottles, Narrow Neck Bottle, Sport Water Bottle, Tumbler, Glass Vase", "asin": "B0BMXHNWLK", "price": "$5.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "3 Pack Cup Cleaning Kit Compatible with Stanley,Multipurpose Cup Cleaner Kit with Extra Long Nylon Straw Brush Cleaner,3 in 1 Bottle Gap Cleaner and Long Handle Silicone Brush Cleaner", "asin": "B0CZ6MCGLJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Silicone Bottle Brush, Water Bottle Cleaner Brush with Long Handle, Perfect for Cleaning Narrow Neck Containers, Vacuum Sports Bottle, Tumblers, Flask, Glassware (1 Pack, Charcoal)", "asin": "B0BR2D7YBS", "price": "$9.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-05T22:02:06.756Z", // 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": 2636,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n{\"timestamp\": \"2025-04-05T21:59:00.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T21:59:57.023Z\", \"action\": \"input\", \"action_argument\": \"dawn straw cleaning brush\"}\n{\"timestamp\": \"2025-04-05T21:59:58.690Z\", \"action\": \"input\", \"action_argument\": \"Baby Bottle Cleaner Kit\"}\n{\"timestamp\": \"2025-04-05T22:01:17.633Z\", \"action\": \"input\", \"action_argument\": \"hydro flask\"}\n{\"timestamp\": \"2025-04-05T22:01:17.644Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T22:02:06.739Z\", \"action\": \"input\", \"action_argument\": \"hydro flask cleaning brush\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"hydro flask cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"promotion_items\": [\n {\"title\": \"haakaa Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Lavender -1pk\\n1 Piece Set\", \"asin\": \"B0DJSTY9PV\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\\n1 Count (Pack of 1)\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"ALINK 5 Pack Water Bottle Brush Cleaning Set with Holder, Bottle Cleaner with Stand, Straw Nipple Lid Brush for Stanley Tumblers, Drinking Glass, Baby Bottles, Jugs - Gray\", \"asin\": \"B0CQLCG9W8\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"8Pcs Water Bottle Cleaner Brush, Multipurpose Bottle Brush Cleaner Kit with Long Nylon Straw Brush Cleaner for Stanley, 4 in 1 Bottle Gap Cleaner and Long Handle Silicone Cup Cleaners(Blue)\", \"asin\": \"B0DH3CQ2C5\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA Toilet Bowl Brush and Holder, Premium Quality, with Solid Handle and Durable Bristles for Bathroom Cleaning, White, 1 Pack\", \"asin\": \"B08TM4WH2Q\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"haakaa Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Pea Green-1pk\\n1 Piece Set\", \"asin\": \"B0DJSXQ8J9\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\\n1 Count (Pack of 1)\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White\", \"asin\": \"B0CMXCJQR8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Silicone Cleaning Brush Kit \\u2013 Household Cleaning Brushes for Bottles and Crevices \\u2013 Food-Grade Silicone: Dishwasher Safe (Kit-Blush)\", \"asin\": \"B0CQPRCF8W\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Lavender -1pk\", \"asin\": \"B0DJSTY9PV\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Cleaning Supplies - Bottle Brush & Straw Cleaning Set - Water Bottle Cleaning Accessories Dishwasher Safe Reusable Straw Brush\", \"asin\": \"B07BKZKY27\", \"price\": \"$12.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"6 Pack Bottle Brush Set, 14\\\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Brushes, 3-in-1 Bottle Cleaning Brush for Water Bottle, Baby Bottle, Straws Black\", \"asin\": \"B0C1S8WP4X\", \"price\": \"$8.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Bottle Brush Tube Cleaning Lab Set with Long Handle, Cup Cleaner for Washing Narrow Neck Beer Wine Decanter Pipes Lids Sinks Cap Covers, White\", \"asin\": \"B086D7SX8K\", \"price\": \"$8.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack\", \"asin\": \"B08Z6X231C\", \"price\": \"$9.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Long Handle Bottle Brush, Flexible Scrub Brush for Water Bottles, Glasswares, Mugs, Black, 2 Pack\", \"asin\": \"B087PC9KCD\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Electric Cleaning Brush with USB Rechargeable Electric Bottle Brush Cleaner and 3 Replaceable Silicone Bottle Brushes and Straw Cleaner Brush,Perfect Baby Gifts and Kitchen Brushes(Pink)\", \"asin\": \"B0CDPSPQ2F\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Baby Bottle Brush 2 Pack Set - Baby Essentials Bottle Cleaner with Long Handle & Versatile Bottle Brushes for Cleaning - Baby Must Haves Portable Bottle Brush Cleaner - White\", \"asin\": \"B0CJ79B97V\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Multi-Purpose Bottle Cleaner, Insulated Cup Crevice Brush and Micro lid Brush to Easily Clean Bottles, Mugs and Cups - 3-in-1 Small Cleaning Brush Set (3 Pack)\", \"asin\": \"B0DSB97H53\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 19 - 28 for Prime members\"},\n {\"title\": \"Good Grips Bottle Brush, Multicolor\", \"asin\": \"B00004OCLJ\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Glass and Water Bottle Brush, Long-Lasting Bristles, Safe On Multiple Types Of Water Bottles, Baby Bottles, Vases, And More\", \"asin\": \"B009S1HA6Y\", \"price\": \"$4.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3 in 1 Multipurpose Bottle Gap Cleaner Brush,3 Pack Cup Cover Cleaning Brush,Cup Crevice Cleaning Tools,Water Bottle Cleaner Brush,Home Kitchen Cleaning Tools\", \"asin\": \"B0BMFYYWC7\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks\", \"asin\": \"B07FDY1CDY\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Baby Bottle Brush and Straw Cleaner Brush Set, Extra Long Double-Ended Soft Silicone Brush Cleaner for Baby Bottles, Water Bottles, Cups, Breast Pumps, Detachable & Hangable\", \"asin\": \"B0CKNLP5K4\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush Set, Long Handle 3-in-1 Stainless Steel Water Bottle Scrubbing Brush, Cleaning for Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Tumblers, Flask(Short Size)\", \"asin\": \"B0CCYDK7PT\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Cleaning Scrubbing Brush\", \"asin\": \"B0D5MSWXKV\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Brush Cleaner Set, 14\\\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Cleaner Brush, Bottle Cleaning Brush for Water Bottle, Cups, Baby Bottle, Straws Black\", \"asin\": \"B0CX1QZKXR\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Insulation Bottle Cleaning Tools, Mutipurpose Tiny Silicone Cup Holder Cleaner, Home Kitchen Cleaning Tools\", \"asin\": \"B0BL3CWYJC\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Bottle Brush, Long Stainless Steel Handle Water Bottle Brush Cleaner, Sports Bottle Scrubber, Kitchen Scrub Cleaning Brushes for Beer Bottles, Cups, Wine Glasses, Coffee Mugs, Tumblers, Thermos\", \"asin\": \"B0D7GXYH3Y\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Set of Long Handled Stainless Steel Cleaning Brushes Designed for Cleaning Sports Bottles, Baby Bottles, Milk Bottles, Mugs, Coffee Cups, Glassware, flasks (3 Pack)\", \"asin\": \"B0D37T5X7Z\", \"price\": \"$4.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Bottle Cleaning Brush with Long Handle, 12.5\\\" Water Bottle Cleaner for Baby Bottles, Hydro Flask, Sports Bottle, Vase, Glassware, Perfect for Smaller Diameter Bottle Openings (One Pack)\", \"asin\": \"B07MPXTPWD\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2 Drinking Straw Cleaning Brush Long - Bristle Cleaner for Stainless Steel Drink Straws Heavy Duty Brushes for Washing Glass Silicone Metal Straws Tea Pot Spout Mini Micro Bottle\", \"asin\": \"B00DKDOKEG\", \"price\": \"$3.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"3 Pack Water Bottle Cleaner Brush Kit-Cleaning Set for Sports Water Bottle, Baby Bottles, Tumbler Cup Bottle Cleaner Brush\", \"asin\": \"B0C1RQLX6Y\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"Straw Cleaner Brush for Stanley, 6Pcs Reusable Extra Long Straw Cleaner for 40/30/20 oz Stanley Mug, 10mm Wide Drinking Straw Cleaning Brush for Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0CRNVKCV4\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"[3 Pack] Bottle Brush, Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush with Straw & Lid Brushes for Sports Water Bottles, Cups, Coffee Mugs, Glasswares, Tumblers, Wine Decanters\", \"asin\": \"B0DMVBT3L5\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Cleaning Brush Set - Long Handle Bottle Cleaner for Washing Narrow Neck Beer Bottles, Sports Water Bottles with Straw Brush, Kettle Spout/Lid Cleaner Brushes\", \"asin\": \"B076BB7DYS\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"5 Pack Bottle Brush Set, 5-in-1 Water Bottle Cleaner Brush, 15\\\"\\\" Long Handle Bottle Cleaning Brush, 3 Straw Brush, Removable Nipple Brush, Detail Brush for Cup Lid Gap, WBBSBLB5\", \"asin\": \"B0D3HD9W9Z\", \"price\": \"$11.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Brush Cleaner Pack - Set of 5 Bottle Brushes for Cleaning Baby Bottles, Water Bottles, Tumblers, Wine Decanters, Flask, Bong, Vase Cleaner - One Straw Cleaner Brush\", \"asin\": \"B07G4ZG7L4\", \"price\": \"$9.30\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Water Bottle Brush, Water Bottle Cleaner & Straw Brush Cleaning Scrubbing Brush 15 in Long Bottle Brush Detachable Head Multi-Function Cleaning Brush Homework Cleaning Brushe\", \"asin\": \"B0C813T3F9\", \"price\": \"$9.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White\", \"asin\": \"B0CMXCJQR8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Bottle Brush with Twist N' Hide Straw Brush, Water Bottle Brush Cleaner with Removable Head, Built for Cleaning Water Bottles, Coffee Mugs, Wine Decanters, Glasswares, Flask, 1 Pack\", \"asin\": \"B0CY9C64PF\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Stainless Steel Water Bottle Brush, Long Handle Scrubbing Brush, Built for Cleaning Sports Bottles, Baby Bottles, Cups, Coffee Mugs, Glasswares, Wine Decanters, Flask, 2 Pack, 15 in\", \"asin\": \"B08C9K32HY\", \"price\": \"$13.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"2in1 Long Handle Bottle Brush with Straw Brush for Cleaning Glass, Sports Bottle, Coffee Mug,1 Pack\", \"asin\": \"B0D789WH3R\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"16\\\" Bottle Brush Cleaner for Water Bottle - Long Handle Bottle Brush for Cleaning Narrow Neck Sport Bottles,Beer Bottle and Jugs, Set of 2\", \"asin\": \"B072X92B4C\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Silicone Cleaning Brush Kit \\u2013 Household Cleaning Brushes for Bottles and Crevices \\u2013 Food-Grade Silicone: Dishwasher Safe (Brush-Grey)\", \"asin\": \"B0CQPQH88H\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2 Pack Long Handle Bottle Scrubbing Brushes, Bottle Cleaner for Washing Glasswares, Wine Decanter, Hydro Flask Tumbler, Sinks, Food Jars\", \"asin\": \"B0B129XJ2K\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pack Bottle Cleaning Brush Set, Stainless Steel Scrub Cleaner Brush with 15'' Long Handle and 3 Straw Brushes, Flexible for Cleaning Sport Water Bottles, Straws, Coffee Mug, Cups, Baby Bottle\", \"asin\": \"B0CBJYBJQQ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"16\\u201d Long Bottle Brush Cleaner for Washing Wine/Beer/Sport Well/Thermos/Glass and Long Narrow Neck Sport Bottles\", \"asin\": \"B07567S6W1\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks\", \"asin\": \"B07FDY1CDY\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush, 15 Inches Long Stainless Steel Handle Bottle Brush Cleaner, Bottle Scrubber, Kitchen Scrub Cleaning Brushes for Cup, Wine Glasses, Coffee Mugs, Tumblers, Wine Decanters, Black\", \"asin\": \"B0D2MMVCBG\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Bottle Brush and Straw Cleaner Brush Set,7 Pcs 12\\u201d Extra Long Water Bottle Cleaning Brush for Cleaning Baby Bottles,Straws, Narrow Neck Bottles, Wine Decanter,Pipes and Cup Cover\", \"asin\": \"B0C2PBL4KN\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"8Pcs Water Bottle Cleaner Brush - Multipurpose Cup Cleaner Kit with Long Nylon Straw Brush Long Handle Silicone Bottles Cleaning for Tumbler, Sports Water Bottle, Wine Glass\", \"asin\": \"B0D8ZP6KDN\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"Water Bottle Brush Stainless Steel Long Handle Bottle Cleaner Scrubbing Brush for Cleaning Sports Bottles, Baby Bottles, Cups, Coffee Mugs, Glasswares, Wine Decanters, Flask, Vase, and Kitchen Sink\", \"asin\": \"B09WHV63RB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Bottle Cleaning Brush, Silicone Cup Lid Gap Cleaner, Home Kitchen Crevice Cleaning Tools (Multicolored)\", \"asin\": \"B0D2HB8J9H\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses\", \"asin\": \"B08L4ZL1GJ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"[4 Pack] Water Bottle Brush & Straw Cleaner Set,Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush for Sports Bottles, Cups, Dishes, Coffee Mugs, Glasswares, Tumblers, Wine Decanters\", \"asin\": \"B0CTJD9VK7\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5-Pack Reusable Straw Pipe Cleaner Brush Set, Long Pipe Brush Cleaner Tool Kit, Nylon Cleaning Brush for Water Bottle, Teapot, Narrow Neck Glass Containers, Baby Bottle, Jug, Hookah, Hydro Flask\", \"asin\": \"B07TJX6QBQ\", \"price\": \"$5.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3 in 1 Tiny Cleaning Brush, 3 Pack Cup Lid Cleaner Brushes Set Mini Multi-Functional Crevice Cleaning Brush for Cleaning Baby Bottles, Narrow Neck Bottle, Sport Water Bottle, Tumbler, Glass Vase\", \"asin\": \"B0BMXHNWLK\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"3 Pack Cup Cleaning Kit Compatible with Stanley,Multipurpose Cup Cleaner Kit with Extra Long Nylon Straw Brush Cleaner,3 in 1 Bottle Gap Cleaner and Long Handle Silicone Brush Cleaner\", \"asin\": \"B0CZ6MCGLJ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Bottle Brush, Water Bottle Cleaner Brush with Long Handle, Perfect for Cleaning Narrow Neck Containers, Vacuum Sports Bottle, Tumblers, Flask, Glassware (1 Pack, Charcoal)\", \"asin\": \"B0BR2D7YBS\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"}\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\": \"2025-04-05T22:02:06.756Z\", // 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n{\"timestamp\": \"2025-04-05T21:59:00.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T21:59:57.023Z\", \"action\": \"input\", \"action_argument\": \"dawn straw cleaning brush\"}\n{\"timestamp\": \"2025-04-05T21:59:58.690Z\", \"action\": \"input\", \"action_argument\": \"Baby Bottle Cleaner Kit\"}\n{\"timestamp\": \"2025-04-05T22:01:17.633Z\", \"action\": \"input\", \"action_argument\": \"hydro flask\"}\n{\"timestamp\": \"2025-04-05T22:01:17.644Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T22:02:06.739Z\", \"action\": \"input\", \"action_argument\": \"hydro flask cleaning brush\"}\n{\"timestamp\": \"2025-04-05T22:02:06.756Z\", \"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\": \"hydro flask straw cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"promotion_items\": [\n {\"title\": \"MR.SIGA Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses\", \"asin\": \"B08L4ZL1GJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\\n1 Count (Pack of 1)\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Haakaa Silicone Cleaning Brush Kit \\u2013 Household Cleaning Brushes for Bottles and Crevices \\u2013 Food-Grade Silicone: Dishwasher Safe (Kit-Blush)\", \"asin\": \"B0CQPRCF8W\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 8-ihch 10 Different Diameters Set of 10\", \"asin\": \"B07MBT6N53\", \"price\": \"$9.90\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses\", \"asin\": \"B08L4ZL1GJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\\n1 Count (Pack of 1)\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA Toilet Bowl Brush and Holder, Premium Quality, with Solid Handle and Durable Bristles for Bathroom Cleaning, White, 1 Pack\", \"asin\": \"B08TM4WH2Q\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\", \"asin\": \"B0CZHTR5WZ\", \"price\": \"$9.95\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses\", \"asin\": \"B08L4ZL1GJ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Cleaning Brush Kit \\u2013 Household Cleaning Brushes for Bottles and Crevices \\u2013 Food-Grade Silicone: Dishwasher Safe (Kit-Blush)\", \"asin\": \"B0CQPRCF8W\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Straw Cleaner Brush for Stanley, 2Pcs Reusable Straws Brush Extra Long for Cleaning Stanley Cup 40/30/20 oz and Glass Metal Smoothie Straws, Handle Soft and Bendable, 6mm+9mm, Pink\", \"asin\": \"B0DLJT4DXD\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Heavy-Duty Straw Cleaner Brush Set \\u2013 10-Inch, 4 Pack with 4 Diameters (Perfect for Thin to Smoothie Straws), Full Coverage Bristles, Ergonomic Grip Handle\", \"asin\": \"B0BL2QHWMB\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Cleaning Supplies - Bottle Brush & Straw Cleaning Set - Water Bottle Cleaning Accessories Dishwasher Safe Reusable Straw Brush\", \"asin\": \"B07G3P677Z\", \"price\": \"$8.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2 Drinking Straw Cleaning Brush Long - Bristle Cleaner for Stainless Steel Drink Straws Heavy Duty Brushes for Washing Glass Silicone Metal Straws Tea Pot Spout Mini Micro Bottle\", \"asin\": \"B00DKDOKEG\", \"price\": \"$3.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack\", \"asin\": \"B08Z6X231C\", \"price\": \"$9.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 10-ihch X 2/5-inch Set of 10\", \"asin\": \"B07DNNT27X\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\", \"asin\": \"B0CZHTR5WZ\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-Piece Silicone Straw and Bottle Cleaner Set - Smoke\", \"asin\": \"B0DSYX17T3\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Lavender -1pk\", \"asin\": \"B0DJSTY9PV\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Electric Cleaning Brush with USB Rechargeable Electric Bottle Brush Cleaner and 3 Replaceable Silicone Bottle Brushes and Straw Cleaner Brush,Perfect Baby Gifts and Kitchen Brushes(Pink)\", \"asin\": \"B0CDPSPQ2F\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Brush Tube Cleaning Lab Set with Long Handle, Cup Cleaner for Washing Narrow Neck Beer Wine Decanter Pipes Lids Sinks Cap Covers, White\", \"asin\": \"B086D7SX8K\", \"price\": \"$8.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Straw Cleaner Brush Extra Long 13 inch for Stanley Yeti Tumbler Cup Straw Cleaner Brush Kit and 3 in 1 Cup Lid Cleaning Brush Multifunctional Water Bottle Brushes for Cleaning\", \"asin\": \"B0D88Y4MHM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush for Stanley, 6Pcs Reusable Extra Long Straw Cleaner for 40/30/20 oz Stanley Mug, 10mm Wide Drinking Straw Cleaning Brush for Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0CRNVKCV4\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White\", \"asin\": \"B0CMXCJQR8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 8-ihch 10 Different Diameters Set of 10\", \"asin\": \"B07MBT6N53\", \"price\": \"$9.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"6 Pack Bottle Brush Set, 14\\\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Brushes, 3-in-1 Bottle Cleaning Brush for Water Bottle, Baby Bottle, Straws Black\", \"asin\": \"B0C1S8WP4X\", \"price\": \"$8.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"4-Pack Replacement Straws for Hydro Flask Wide Mouth Bottle Hydroflask Straw Lid, 4 BPA-FREE Straws and 4 Straw Cleaning Brushes\", \"asin\": \"B071W6GSYH\", \"price\": \"$6.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"9-Piece Straw Cleaner Brush Kit for Stanley - (3-Size) Extra Long Pipe Cleaners, Straw Cleaning Brush for Tumbler, Sippy Cup, Bottle and Tube\", \"asin\": \"B06XDK78GQ\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Brush Cleaner Set, 14\\\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Cleaner Brush, Bottle Cleaning Brush for Water Bottle, Cups, Baby Bottle, Straws Black\", \"asin\": \"B0CX1QZKXR\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3 Pack Water Bottle Cleaner Brush Kit-Cleaning Set for Sports Water Bottle, Baby Bottles, Tumbler Cup Bottle Cleaner Brush\", \"asin\": \"B0C1RQLX6Y\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"2in1 Long Handle Bottle Brush with Straw Brush for Cleaning Glass, Sports Bottle, Coffee Mug,1 Pack\", \"asin\": \"B0D789WH3R\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 8-ihch 10 Different Diameters Set of 10\", \"asin\": \"B07MBT6N53\", \"price\": \"$9.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Straw Cleaner Brush Set, 8-Piece Long Cleaning Brush for Straws on Tumbler, Water Bottle, Sippy Cup, and Pipes, Tubes or Hummingbird\\u2002Feeders\", \"asin\": \"B01DZVRY22\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush Extend 12 inch, Extra Wide 12mm diam Pipe Cleaners, Extra Long Straw Brush for Sippy Cup, Water Bottle and Tubes, Drinking Straw Cleaning Brush Set 10 Pack\", \"asin\": \"B09MH2HKYZ\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"[3 Pack] Bottle Brush, Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush with Straw & Lid Brushes for Sports Water Bottles, Cups, Coffee Mugs, Glasswares, Tumblers, Wine Decanters\", \"asin\": \"B0DMVBT3L5\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush Set, Long Handle 3-in-1 Stainless Steel Water Bottle Scrubbing Brush, Cleaning for Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Tumblers, Flask(Short Size)\", \"asin\": \"B0CCYDK7PT\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White\", \"asin\": \"B0CMXCJQR8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush for Stanley, 10Pcs Extra Long Straw Cleaning Brush for 40oz 30oz 20oz 14oz Stanley Mug and Cleaning More Glass, Stainless,Bottle and Silicone Straw\", \"asin\": \"B0DJDDS3ML\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Bottle Brush with Twist N' Hide Straw Brush, Water Bottle Brush Cleaner with Removable Head, Built for Cleaning Water Bottles, Coffee Mugs, Wine Decanters, Glasswares, Flask, 1 Pack\", \"asin\": \"B0CY9C64PF\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Extra Long Straw Cleaner Brush,Reusable and Soft Silicone Straw Cleaning Brush to Clean Crevice(Blue)\", \"asin\": \"B0CH7SGPH6\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pack Bottle Brush Set, 5-in-1 Water Bottle Cleaner Brush, 15\\\"\\\" Long Handle Bottle Cleaning Brush, 3 Straw Brush, Removable Nipple Brush, Detail Brush for Cup Lid Gap, WBBSBLB5\", \"asin\": \"B0D3HD9W9Z\", \"price\": \"$11.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Cleaning Kit, Brush and Straw Cleaner for Owala, 5 PCS\", \"asin\": \"B0DXKWZT2D\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush for Stanley Extra Long 12 inch, Extra Wide 12mm diam Straw Brushes for 40/30/20 oz Stanley Mug, Straw Cleaning Brush for Tubes, Water Cup, Extra Long Straw Brush Set 10 Pack\", \"asin\": \"B09NXR6RYB\", \"price\": \"$3.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Heavy-Duty Straw Cleaner Brush Set \\u2013 10-Inch, 4 Pack with 4 Diameters (Perfect for Thin to Smoothie Straws), Full Coverage Bristles, Ergonomic Grip Handle\", \"asin\": \"B0BL2QHWMB\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\", \"asin\": \"B07RZQP8BQ\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3-in-1 Bottle Brush with Straw Cleaning Brush and Nipple Cleaner, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Coffee Mugs, Flask\", \"asin\": \"B08N9VFQJK\", \"price\": \"$7.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"2 Pack Straw Cleaner Brush, Reusable Metal Handles Straw Cleaner Brush Extra Long for Stanley Mug 40, 30, 20 oz, 10mm Wide Straw Cleaner Brush for Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0DJVNDQ1N\", \"price\": \"$3.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Brush and Straw Cleaner Brush Set,7 Pcs 12\\u201d Extra Long Water Bottle Cleaning Brush for Cleaning Baby Bottles,Straws, Narrow Neck Bottles, Wine Decanter,Pipes and Cup Cover\", \"asin\": \"B0C2PBL4KN\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"8Pcs Water Bottle Cleaner Brush - Multipurpose Cup Cleaner Kit with Long Nylon Straw Brush Long Handle Silicone Bottles Cleaning for Tumbler, Sports Water Bottle, Wine Glass\", \"asin\": \"B0D8ZP6KDN\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"Bottle Cleaning Brush Set - Long Handle Bottle Cleaner for Washing Narrow Neck Beer Bottles, Sports Water Bottles with Straw Brush, Kettle Spout/Lid Cleaner Brushes\", \"asin\": \"B076BB7DYS\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Good Grips Water Bottle Cleaning Set,Blue\", \"asin\": \"B008HMF9LS\", \"price\": \"$11.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Straw Cleaner Brushes Sets, 12 Pieces 8.2 Inch Botthle Cleaning Brush and Nylon Tube Brush Brush Kit for Sippy Cup, Tumbler, Water Bottle, Drinking Straw (Black)\", \"asin\": \"B0C498CT4W\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Long Straw Brush, Nylon Flexible,Reusable Pipe Tube Cleaner 12-ihch X 2/5-inch set of 10\", \"asin\": \"B07PWRP7SZ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush for Owala, Extra Long 12.5 inch Pipe Cleaners, Extra Wide 10mm Stainless Steel Cleaning Brush for Straw on Cup, Water Bottle, Tumbler, Drinking Straw Cleaning Brush Set 5 Pack\", \"asin\": \"B0CYLV1CPW\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush Perfectly Fits For YETI, Straw Cleaner Brush For Tumbler Straws,Bendable And Flexible Straw Cleaner Compatible With Yeti,5PCS Straw Cleaner Brush Extra Long\", \"asin\": \"B0CQFBTQ9Y\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush Extra Long 12 Inch\\uff0cStraw Brush Cleaner Stainless Steel Nylon Bristles Cleaner Brush for Cleaning Stanley Tumbler,Straws, Water Bottles, Coffee Makers,Pet Water Fountain 4-Pack\", \"asin\": \"B0CT4QQMGW\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Replacement Straws for Hydro Flask Compatible with Hydro Flask Wide Mouth Bottle with Straw Brush, BPA Free (Fit for Hydroflask Bottles)\", \"asin\": \"B0DF1WHBD2\", \"price\": \"$4.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Insulation Bottle Cleaning Tools, Mutipurpose Tiny Silicone Cup Holder Cleaner, Home Kitchen Cleaning Tools\", \"asin\": \"B0BL3CWYJC\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Straw Cleaner Brush for Stanley, 10Pcs Reusable Extra Long Straw Cleaning Brush for 14oz 20oz 30oz 40oz Stanley Mug, Cleaning Brush for All Plastic, Glass, Stainless and Silicone Straw\", \"asin\": \"B0DJDDJWV2\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks\", \"asin\": \"B07FDY1CDY\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush Extra Long 12 inch, 10 PCS Straw Cleaner Brush Bristles Diameter (4+8+10+12+16mm) for Cleaning Straws, Pipe, Sippy Cup and Bottle\", \"asin\": \"B0C85J9K9S\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"4pcs Metal Straw Replacement for Hydro Flask, Stainless Steel Drinking Straws with 2pcs Cleaning Brushes Water Bottle Parts Accessories Compatible with Hydroflask 32oz Wide Mouth Bottle\", \"asin\": \"B0DTP4ZH8P\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"}\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\": \"2025-04-05T22:02:53.476Z\", // 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
|
2025-04-05T22:02:53.476Z
|
click_product
|
B07G3P677Z
|
rule
|
2025-04-05T22:02:53.476Z
|
train
| 2,637 |
2025-04-05T22:02:53.476Z
|
click_product
|
B07G3P677Z
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-05T21:57:51.547Z", "action": "input", "action_argument": "straw cleaning"}
{"timestamp": "2025-04-05T21:57:51.584Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T21:58:39.527Z", "action": "click_product", "action_argument": "B0CS2X34Q4"}
{"timestamp": "2025-04-05T21:59:00.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T21:59:57.023Z", "action": "input", "action_argument": "dawn straw cleaning brush"}
{"timestamp": "2025-04-05T21:59:58.690Z", "action": "input", "action_argument": "Baby Bottle Cleaner Kit"}
{"timestamp": "2025-04-05T22:01:17.633Z", "action": "input", "action_argument": "hydro flask"}
{"timestamp": "2025-04-05T22:01:17.644Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T22:02:06.739Z", "action": "input", "action_argument": "hydro flask cleaning brush"}
{"timestamp": "2025-04-05T22:02:06.756Z", "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": "hydro flask straw cleaning brush"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$4.69"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"promotion_items": [
{"title": "MR.SIGA Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses", "asin": "B08L4ZL1GJ", "price": "$16.99", "quantity": ""},
{"title": "Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "quantity": ""},
{"title": "12.5\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\n1 Count (Pack of 1)", "asin": "B07CLDNYWH", "price": "$13.49", "quantity": ""},
{"title": "MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews", "asin": "B08HMZZLZT", "price": "$19.99", "quantity": ""},
{"title": "Haakaa Silicone Cleaning Brush Kit \u2013 Household Cleaning Brushes for Bottles and Crevices \u2013 Food-Grade Silicone: Dishwasher Safe (Kit-Blush)", "asin": "B0CQPRCF8W", "price": "$23.99", "quantity": ""},
{"title": "Long Straw Brush, Nylon Pipe Tube Cleaner 8-ihch 10 Different Diameters Set of 10", "asin": "B07MBT6N53", "price": "$9.90", "quantity": ""},
{"title": "Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "quantity": ""},
{"title": "MR.SIGA Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses", "asin": "B08L4ZL1GJ", "price": "$16.99", "quantity": ""},
{"title": "MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews", "asin": "B08HMZZLZT", "price": "$19.99", "quantity": ""},
{"title": "12.5\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\n1 Count (Pack of 1)", "asin": "B07CLDNYWH", "price": "$13.49", "quantity": ""},
{"title": "MR.SIGA Toilet Bowl Brush and Holder, Premium Quality, with Solid Handle and Durable Bristles for Bathroom Cleaning, White, 1 Pack", "asin": "B08TM4WH2Q", "price": "$19.99", "quantity": ""},
{"title": "Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles", "asin": "B0CZHTR5WZ", "price": "$9.95", "quantity": ""}
],
"search_results": [
{"title": "2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses", "asin": "B08L4ZL1GJ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Silicone Cleaning Brush Kit \u2013 Household Cleaning Brushes for Bottles and Crevices \u2013 Food-Grade Silicone: Dishwasher Safe (Kit-Blush)", "asin": "B0CQPRCF8W", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Silicone Straw Cleaner Brush for Stanley, 2Pcs Reusable Straws Brush Extra Long for Cleaning Stanley Cup 40/30/20 oz and Glass Metal Smoothie Straws, Handle Soft and Bendable, 6mm+9mm, Pink", "asin": "B0DLJT4DXD", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Heavy-Duty Straw Cleaner Brush Set \u2013 10-Inch, 4 Pack with 4 Diameters (Perfect for Thin to Smoothie Straws), Full Coverage Bristles, Ergonomic Grip Handle", "asin": "B0BL2QHWMB", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Cleaning Supplies - Bottle Brush & Straw Cleaning Set - Water Bottle Cleaning Accessories Dishwasher Safe Reusable Straw Brush", "asin": "B07G3P677Z", "price": "$8.24", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2 Drinking Straw Cleaning Brush Long - Bristle Cleaner for Stainless Steel Drink Straws Heavy Duty Brushes for Washing Glass Silicone Metal Straws Tea Pot Spout Mini Micro Bottle", "asin": "B00DKDOKEG", "price": "$3.19", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack", "asin": "B08Z6X231C", "price": "$9.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Long Straw Brush, Nylon Pipe Tube Cleaner 10-ihch X 2/5-inch Set of 10", "asin": "B07DNNT27X", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles", "asin": "B0CZHTR5WZ", "price": "$9.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2-Piece Silicone Straw and Bottle Cleaner Set - Smoke", "asin": "B0DSYX17T3", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Lavender -1pk", "asin": "B0DJSTY9PV", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Electric Cleaning Brush with USB Rechargeable Electric Bottle Brush Cleaner and 3 Replaceable Silicone Bottle Brushes and Straw Cleaner Brush,Perfect Baby Gifts and Kitchen Brushes(Pink)", "asin": "B0CDPSPQ2F", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "12.5\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers", "asin": "B07CLDNYWH", "price": "$13.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head", "asin": "B08M3SLL98", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Bottle Brush Tube Cleaning Lab Set with Long Handle, Cup Cleaner for Washing Narrow Neck Beer Wine Decanter Pipes Lids Sinks Cap Covers, White", "asin": "B086D7SX8K", "price": "$8.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Straw Cleaner Brush Extra Long 13 inch for Stanley Yeti Tumbler Cup Straw Cleaner Brush Kit and 3 in 1 Cup Lid Cleaning Brush Multifunctional Water Bottle Brushes for Cleaning", "asin": "B0D88Y4MHM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Straw Cleaner Brush for Stanley, 6Pcs Reusable Extra Long Straw Cleaner for 40/30/20 oz Stanley Mug, 10mm Wide Drinking Straw Cleaning Brush for Sippy Cup, Water Bottle and Tubes", "asin": "B0CRNVKCV4", "price": "$3.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews", "asin": "B08HMZZLZT", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White", "asin": "B0CMXCJQR8", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Long Straw Brush, Nylon Pipe Tube Cleaner 8-ihch 10 Different Diameters Set of 10", "asin": "B07MBT6N53", "price": "$9.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "6 Pack Bottle Brush Set, 14\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Brushes, 3-in-1 Bottle Cleaning Brush for Water Bottle, Baby Bottle, Straws Black", "asin": "B0C1S8WP4X", "price": "$8.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "4-Pack Replacement Straws for Hydro Flask Wide Mouth Bottle Hydroflask Straw Lid, 4 BPA-FREE Straws and 4 Straw Cleaning Brushes", "asin": "B071W6GSYH", "price": "$6.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "9-Piece Straw Cleaner Brush Kit for Stanley - (3-Size) Extra Long Pipe Cleaners, Straw Cleaning Brush for Tumbler, Sippy Cup, Bottle and Tube", "asin": "B06XDK78GQ", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "12.5\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers", "asin": "B07CLDNYWH", "price": "$13.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Bottle Brush Cleaner Set, 14\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Cleaner Brush, Bottle Cleaning Brush for Water Bottle, Cups, Baby Bottle, Straws Black", "asin": "B0CX1QZKXR", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3 Pack Water Bottle Cleaner Brush Kit-Cleaning Set for Sports Water Bottle, Baby Bottles, Tumbler Cup Bottle Cleaner Brush", "asin": "B0C1RQLX6Y", "price": "$8.99", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "2in1 Long Handle Bottle Brush with Straw Brush for Cleaning Glass, Sports Bottle, Coffee Mug,1 Pack", "asin": "B0D789WH3R", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Long Straw Brush, Nylon Pipe Tube Cleaner 8-ihch 10 Different Diameters Set of 10", "asin": "B07MBT6N53", "price": "$9.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Straw Cleaner Brush Set, 8-Piece Long Cleaning Brush for Straws on Tumbler, Water Bottle, Sippy Cup, and Pipes, Tubes or Hummingbird\u2002Feeders", "asin": "B01DZVRY22", "price": "$3.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Straw Cleaner Brush Extend 12 inch, Extra Wide 12mm diam Pipe Cleaners, Extra Long Straw Brush for Sippy Cup, Water Bottle and Tubes, Drinking Straw Cleaning Brush Set 10 Pack", "asin": "B09MH2HKYZ", "price": "$3.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "[3 Pack] Bottle Brush, Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush with Straw & Lid Brushes for Sports Water Bottles, Cups, Coffee Mugs, Glasswares, Tumblers, Wine Decanters", "asin": "B0DMVBT3L5", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Water Bottle Brush Set, Long Handle 3-in-1 Stainless Steel Water Bottle Scrubbing Brush, Cleaning for Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Tumblers, Flask(Short Size)", "asin": "B0CCYDK7PT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White", "asin": "B0CMXCJQR8", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Straw Cleaner Brush for Stanley, 10Pcs Extra Long Straw Cleaning Brush for 40oz 30oz 20oz 14oz Stanley Mug and Cleaning More Glass, Stainless,Bottle and Silicone Straw", "asin": "B0DJDDS3ML", "price": "$3.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "2-in-1 Bottle Brush with Twist N' Hide Straw Brush, Water Bottle Brush Cleaner with Removable Head, Built for Cleaning Water Bottles, Coffee Mugs, Wine Decanters, Glasswares, Flask, 1 Pack", "asin": "B0CY9C64PF", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Extra Long Straw Cleaner Brush,Reusable and Soft Silicone Straw Cleaning Brush to Clean Crevice(Blue)", "asin": "B0CH7SGPH6", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "5 Pack Bottle Brush Set, 5-in-1 Water Bottle Cleaner Brush, 15\"\" Long Handle Bottle Cleaning Brush, 3 Straw Brush, Removable Nipple Brush, Detail Brush for Cup Lid Gap, WBBSBLB5", "asin": "B0D3HD9W9Z", "price": "$11.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Water Bottle Cleaning Kit, Brush and Straw Cleaner for Owala, 5 PCS", "asin": "B0DXKWZT2D", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Straw Cleaner Brush for Stanley Extra Long 12 inch, Extra Wide 12mm diam Straw Brushes for 40/30/20 oz Stanley Mug, Straw Cleaning Brush for Tubes, Water Cup, Extra Long Straw Brush Set 10 Pack", "asin": "B09NXR6RYB", "price": "$3.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Heavy-Duty Straw Cleaner Brush Set \u2013 10-Inch, 4 Pack with 4 Diameters (Perfect for Thin to Smoothie Straws), Full Coverage Bristles, Ergonomic Grip Handle", "asin": "B0BL2QHWMB", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles", "asin": "B07RZQP8BQ", "price": "$9.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "3-in-1 Bottle Brush with Straw Cleaning Brush and Nipple Cleaner, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Coffee Mugs, Flask", "asin": "B08N9VFQJK", "price": "$7.95", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "2 Pack Straw Cleaner Brush, Reusable Metal Handles Straw Cleaner Brush Extra Long for Stanley Mug 40, 30, 20 oz, 10mm Wide Straw Cleaner Brush for Sippy Cup, Water Bottle and Tubes", "asin": "B0DJVNDQ1N", "price": "$3.09", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Bottle Brush and Straw Cleaner Brush Set,7 Pcs 12\u201d Extra Long Water Bottle Cleaning Brush for Cleaning Baby Bottles,Straws, Narrow Neck Bottles, Wine Decanter,Pipes and Cup Cover", "asin": "B0C2PBL4KN", "price": "$6.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "8Pcs Water Bottle Cleaner Brush - Multipurpose Cup Cleaner Kit with Long Nylon Straw Brush Long Handle Silicone Bottles Cleaning for Tumbler, Sports Water Bottle, Wine Glass", "asin": "B0D8ZP6KDN", "price": "$9.99", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "Bottle Cleaning Brush Set - Long Handle Bottle Cleaner for Washing Narrow Neck Beer Bottles, Sports Water Bottles with Straw Brush, Kettle Spout/Lid Cleaner Brushes", "asin": "B076BB7DYS", "price": "$7.99", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Good Grips Water Bottle Cleaning Set,Blue", "asin": "B008HMF9LS", "price": "$11.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Straw Cleaner Brushes Sets, 12 Pieces 8.2 Inch Botthle Cleaning Brush and Nylon Tube Brush Brush Kit for Sippy Cup, Tumbler, Water Bottle, Drinking Straw (Black)", "asin": "B0C498CT4W", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Long Straw Brush, Nylon Flexible,Reusable Pipe Tube Cleaner 12-ihch X 2/5-inch set of 10", "asin": "B07PWRP7SZ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Straw Cleaner Brush for Owala, Extra Long 12.5 inch Pipe Cleaners, Extra Wide 10mm Stainless Steel Cleaning Brush for Straw on Cup, Water Bottle, Tumbler, Drinking Straw Cleaning Brush Set 5 Pack", "asin": "B0CYLV1CPW", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Straw Cleaner Brush Perfectly Fits For YETI, Straw Cleaner Brush For Tumbler Straws,Bendable And Flexible Straw Cleaner Compatible With Yeti,5PCS Straw Cleaner Brush Extra Long", "asin": "B0CQFBTQ9Y", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Straw Cleaner Brush Extra Long 12 Inch\uff0cStraw Brush Cleaner Stainless Steel Nylon Bristles Cleaner Brush for Cleaning Stanley Tumbler,Straws, Water Bottles, Coffee Makers,Pet Water Fountain 4-Pack", "asin": "B0CT4QQMGW", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Replacement Straws for Hydro Flask Compatible with Hydro Flask Wide Mouth Bottle with Straw Brush, BPA Free (Fit for Hydroflask Bottles)", "asin": "B0DF1WHBD2", "price": "$4.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Insulation Bottle Cleaning Tools, Mutipurpose Tiny Silicone Cup Holder Cleaner, Home Kitchen Cleaning Tools", "asin": "B0BL3CWYJC", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Straw Cleaner Brush for Stanley, 10Pcs Reusable Extra Long Straw Cleaning Brush for 14oz 20oz 30oz 40oz Stanley Mug, Cleaning Brush for All Plastic, Glass, Stainless and Silicone Straw", "asin": "B0DJDDJWV2", "price": "$3.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks", "asin": "B07FDY1CDY", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Straw Cleaner Brush Extra Long 12 inch, 10 PCS Straw Cleaner Brush Bristles Diameter (4+8+10+12+16mm) for Cleaning Straws, Pipe, Sippy Cup and Bottle", "asin": "B0C85J9K9S", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "4pcs Metal Straw Replacement for Hydro Flask, Stainless Steel Drinking Straws with 2pcs Cleaning Brushes Water Bottle Parts Accessories Compatible with Hydroflask 32oz Wide Mouth Bottle", "asin": "B0DTP4ZH8P", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-05T22:02:53.476Z", // 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>B07G3P677Z</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B07G3P677Z</answer_argument>",
"index": 2637,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n{\"timestamp\": \"2025-04-05T21:59:00.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T21:59:57.023Z\", \"action\": \"input\", \"action_argument\": \"dawn straw cleaning brush\"}\n{\"timestamp\": \"2025-04-05T21:59:58.690Z\", \"action\": \"input\", \"action_argument\": \"Baby Bottle Cleaner Kit\"}\n{\"timestamp\": \"2025-04-05T22:01:17.633Z\", \"action\": \"input\", \"action_argument\": \"hydro flask\"}\n{\"timestamp\": \"2025-04-05T22:01:17.644Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T22:02:06.739Z\", \"action\": \"input\", \"action_argument\": \"hydro flask cleaning brush\"}\n{\"timestamp\": \"2025-04-05T22:02:06.756Z\", \"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\": \"hydro flask straw cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"promotion_items\": [\n {\"title\": \"MR.SIGA Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses\", \"asin\": \"B08L4ZL1GJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\\n1 Count (Pack of 1)\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Haakaa Silicone Cleaning Brush Kit \\u2013 Household Cleaning Brushes for Bottles and Crevices \\u2013 Food-Grade Silicone: Dishwasher Safe (Kit-Blush)\", \"asin\": \"B0CQPRCF8W\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 8-ihch 10 Different Diameters Set of 10\", \"asin\": \"B07MBT6N53\", \"price\": \"$9.90\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses\", \"asin\": \"B08L4ZL1GJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA 5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\\n1 Count (Pack of 1)\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"quantity\": \"\"},\n {\"title\": \"MR.SIGA Toilet Bowl Brush and Holder, Premium Quality, with Solid Handle and Durable Bristles for Bathroom Cleaning, White, 1 Pack\", \"asin\": \"B08TM4WH2Q\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\", \"asin\": \"B0CZHTR5WZ\", \"price\": \"$9.95\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Water Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Tumbler, Straw, Baby Bottles, Drinking Glasses\", \"asin\": \"B08L4ZL1GJ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Cleaning Brush Kit \\u2013 Household Cleaning Brushes for Bottles and Crevices \\u2013 Food-Grade Silicone: Dishwasher Safe (Kit-Blush)\", \"asin\": \"B0CQPRCF8W\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Silicone Straw Cleaner Brush for Stanley, 2Pcs Reusable Straws Brush Extra Long for Cleaning Stanley Cup 40/30/20 oz and Glass Metal Smoothie Straws, Handle Soft and Bendable, 6mm+9mm, Pink\", \"asin\": \"B0DLJT4DXD\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Heavy-Duty Straw Cleaner Brush Set \\u2013 10-Inch, 4 Pack with 4 Diameters (Perfect for Thin to Smoothie Straws), Full Coverage Bristles, Ergonomic Grip Handle\", \"asin\": \"B0BL2QHWMB\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Cleaning Supplies - Bottle Brush & Straw Cleaning Set - Water Bottle Cleaning Accessories Dishwasher Safe Reusable Straw Brush\", \"asin\": \"B07G3P677Z\", \"price\": \"$8.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2 Drinking Straw Cleaning Brush Long - Bristle Cleaner for Stainless Steel Drink Straws Heavy Duty Brushes for Washing Glass Silicone Metal Straws Tea Pot Spout Mini Micro Bottle\", \"asin\": \"B00DKDOKEG\", \"price\": \"$3.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack\", \"asin\": \"B08Z6X231C\", \"price\": \"$9.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 10-ihch X 2/5-inch Set of 10\", \"asin\": \"B07DNNT27X\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\", \"asin\": \"B0CZHTR5WZ\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-Piece Silicone Straw and Bottle Cleaner Set - Smoke\", \"asin\": \"B0DSYX17T3\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Cleaning Brush Silicone Bottle Brush Double-Ended Soft Silicone Bristles for Breast Pumps, Breast Milk Collectors, Baby Bottles, Teats, Breastmilk Storage Bags, Detachable - Lavender -1pk\", \"asin\": \"B0DJSTY9PV\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Electric Cleaning Brush with USB Rechargeable Electric Bottle Brush Cleaner and 3 Replaceable Silicone Bottle Brushes and Straw Cleaner Brush,Perfect Baby Gifts and Kitchen Brushes(Pink)\", \"asin\": \"B0CDPSPQ2F\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Brush Tube Cleaning Lab Set with Long Handle, Cup Cleaner for Washing Narrow Neck Beer Wine Decanter Pipes Lids Sinks Cap Covers, White\", \"asin\": \"B086D7SX8K\", \"price\": \"$8.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Straw Cleaner Brush Extra Long 13 inch for Stanley Yeti Tumbler Cup Straw Cleaner Brush Kit and 3 in 1 Cup Lid Cleaning Brush Multifunctional Water Bottle Brushes for Cleaning\", \"asin\": \"B0D88Y4MHM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush for Stanley, 6Pcs Reusable Extra Long Straw Cleaner for 40/30/20 oz Stanley Mug, 10mm Wide Drinking Straw Cleaning Brush for Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0CRNVKCV4\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"5 Pack Bottle Brush Cleaning Set with Storage Holder, Cleaning Brushes for Long Narrow Neck Bottles, Water Bottles, Baby Bottles, Tumblers, Drinking Glasses, Strews\", \"asin\": \"B08HMZZLZT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White\", \"asin\": \"B0CMXCJQR8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 8-ihch 10 Different Diameters Set of 10\", \"asin\": \"B07MBT6N53\", \"price\": \"$9.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"6 Pack Bottle Brush Set, 14\\\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Brushes, 3-in-1 Bottle Cleaning Brush for Water Bottle, Baby Bottle, Straws Black\", \"asin\": \"B0C1S8WP4X\", \"price\": \"$8.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"4-Pack Replacement Straws for Hydro Flask Wide Mouth Bottle Hydroflask Straw Lid, 4 BPA-FREE Straws and 4 Straw Cleaning Brushes\", \"asin\": \"B071W6GSYH\", \"price\": \"$6.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"9-Piece Straw Cleaner Brush Kit for Stanley - (3-Size) Extra Long Pipe Cleaners, Straw Cleaning Brush for Tumbler, Sippy Cup, Bottle and Tube\", \"asin\": \"B06XDK78GQ\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"12.5\\\" Silicone Bottle Brush & Straw Cleaner Brush Set, Bottle Cleaner Brush for Hydro Flasks, Sports Bottles & Reusable Straws, Water Bottle Brush Cleaner for Narrow Neck Containers\", \"asin\": \"B07CLDNYWH\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Brush Cleaner Set, 14\\\" Long Handle Stainless Steel Bottle Cleaner Brush, 3 Straw Cleaner Brush, Bottle Cleaning Brush for Water Bottle, Cups, Baby Bottle, Straws Black\", \"asin\": \"B0CX1QZKXR\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"3 Pack Water Bottle Cleaner Brush Kit-Cleaning Set for Sports Water Bottle, Baby Bottles, Tumbler Cup Bottle Cleaner Brush\", \"asin\": \"B0C1RQLX6Y\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"2in1 Long Handle Bottle Brush with Straw Brush for Cleaning Glass, Sports Bottle, Coffee Mug,1 Pack\", \"asin\": \"B0D789WH3R\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Long Straw Brush, Nylon Pipe Tube Cleaner 8-ihch 10 Different Diameters Set of 10\", \"asin\": \"B07MBT6N53\", \"price\": \"$9.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Straw Cleaner Brush Set, 8-Piece Long Cleaning Brush for Straws on Tumbler, Water Bottle, Sippy Cup, and Pipes, Tubes or Hummingbird\\u2002Feeders\", \"asin\": \"B01DZVRY22\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush Extend 12 inch, Extra Wide 12mm diam Pipe Cleaners, Extra Long Straw Brush for Sippy Cup, Water Bottle and Tubes, Drinking Straw Cleaning Brush Set 10 Pack\", \"asin\": \"B09MH2HKYZ\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"[3 Pack] Bottle Brush, Stainless Steel Long Handle Baby Bottle Scrub Cleaning Brush with Straw & Lid Brushes for Sports Water Bottles, Cups, Coffee Mugs, Glasswares, Tumblers, Wine Decanters\", \"asin\": \"B0DMVBT3L5\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush Set, Long Handle 3-in-1 Stainless Steel Water Bottle Scrubbing Brush, Cleaning for Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Tumblers, Flask(Short Size)\", \"asin\": \"B0CCYDK7PT\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Brush and Straw Cleaner Brush, Long Handle Bottle Cleaner Brush, 2 in 1 Bottle Cleaning Brush for Sports Bottles, Baby Bottles, Mugs, Straws, White\", \"asin\": \"B0CMXCJQR8\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush for Stanley, 10Pcs Extra Long Straw Cleaning Brush for 40oz 30oz 20oz 14oz Stanley Mug and Cleaning More Glass, Stainless,Bottle and Silicone Straw\", \"asin\": \"B0DJDDS3ML\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"2-in-1 Bottle Brush with Twist N' Hide Straw Brush, Water Bottle Brush Cleaner with Removable Head, Built for Cleaning Water Bottles, Coffee Mugs, Wine Decanters, Glasswares, Flask, 1 Pack\", \"asin\": \"B0CY9C64PF\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Extra Long Straw Cleaner Brush,Reusable and Soft Silicone Straw Cleaning Brush to Clean Crevice(Blue)\", \"asin\": \"B0CH7SGPH6\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"5 Pack Bottle Brush Set, 5-in-1 Water Bottle Cleaner Brush, 15\\\"\\\" Long Handle Bottle Cleaning Brush, 3 Straw Brush, Removable Nipple Brush, Detail Brush for Cup Lid Gap, WBBSBLB5\", \"asin\": \"B0D3HD9W9Z\", \"price\": \"$11.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Water Bottle Cleaning Kit, Brush and Straw Cleaner for Owala, 5 PCS\", \"asin\": \"B0DXKWZT2D\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush for Stanley Extra Long 12 inch, Extra Wide 12mm diam Straw Brushes for 40/30/20 oz Stanley Mug, Straw Cleaning Brush for Tubes, Water Cup, Extra Long Straw Brush Set 10 Pack\", \"asin\": \"B09NXR6RYB\", \"price\": \"$3.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Heavy-Duty Straw Cleaner Brush Set \\u2013 10-Inch, 4 Pack with 4 Diameters (Perfect for Thin to Smoothie Straws), Full Coverage Bristles, Ergonomic Grip Handle\", \"asin\": \"B0BL2QHWMB\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Heavy Duty Cleaning Brushes Set of 4 - Extra Long Straw Cleaners for Metal and Plastic Reusable Drinking Straws, to Clean Small Spaces, Sippy Cups, Water Bottles - Sturdy Hard Brush Bristles\", \"asin\": \"B07RZQP8BQ\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3-in-1 Bottle Brush with Straw Cleaning Brush and Nipple Cleaner, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Coffee Mugs, Flask\", \"asin\": \"B08N9VFQJK\", \"price\": \"$7.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"2 Pack Straw Cleaner Brush, Reusable Metal Handles Straw Cleaner Brush Extra Long for Stanley Mug 40, 30, 20 oz, 10mm Wide Straw Cleaner Brush for Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0DJVNDQ1N\", \"price\": \"$3.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Bottle Brush and Straw Cleaner Brush Set,7 Pcs 12\\u201d Extra Long Water Bottle Cleaning Brush for Cleaning Baby Bottles,Straws, Narrow Neck Bottles, Wine Decanter,Pipes and Cup Cover\", \"asin\": \"B0C2PBL4KN\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"8Pcs Water Bottle Cleaner Brush - Multipurpose Cup Cleaner Kit with Long Nylon Straw Brush Long Handle Silicone Bottles Cleaning for Tumbler, Sports Water Bottle, Wine Glass\", \"asin\": \"B0D8ZP6KDN\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n {\"title\": \"Bottle Cleaning Brush Set - Long Handle Bottle Cleaner for Washing Narrow Neck Beer Bottles, Sports Water Bottles with Straw Brush, Kettle Spout/Lid Cleaner Brushes\", \"asin\": \"B076BB7DYS\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n {\"title\": \"Good Grips Water Bottle Cleaning Set,Blue\", \"asin\": \"B008HMF9LS\", \"price\": \"$11.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Straw Cleaner Brushes Sets, 12 Pieces 8.2 Inch Botthle Cleaning Brush and Nylon Tube Brush Brush Kit for Sippy Cup, Tumbler, Water Bottle, Drinking Straw (Black)\", \"asin\": \"B0C498CT4W\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Long Straw Brush, Nylon Flexible,Reusable Pipe Tube Cleaner 12-ihch X 2/5-inch set of 10\", \"asin\": \"B07PWRP7SZ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush for Owala, Extra Long 12.5 inch Pipe Cleaners, Extra Wide 10mm Stainless Steel Cleaning Brush for Straw on Cup, Water Bottle, Tumbler, Drinking Straw Cleaning Brush Set 5 Pack\", \"asin\": \"B0CYLV1CPW\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush Perfectly Fits For YETI, Straw Cleaner Brush For Tumbler Straws,Bendable And Flexible Straw Cleaner Compatible With Yeti,5PCS Straw Cleaner Brush Extra Long\", \"asin\": \"B0CQFBTQ9Y\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush Extra Long 12 Inch\\uff0cStraw Brush Cleaner Stainless Steel Nylon Bristles Cleaner Brush for Cleaning Stanley Tumbler,Straws, Water Bottles, Coffee Makers,Pet Water Fountain 4-Pack\", \"asin\": \"B0CT4QQMGW\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Replacement Straws for Hydro Flask Compatible with Hydro Flask Wide Mouth Bottle with Straw Brush, BPA Free (Fit for Hydroflask Bottles)\", \"asin\": \"B0DF1WHBD2\", \"price\": \"$4.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3 in 1 Cup Lid Gap Cleaning Brush Set, Multifunctional Insulation Bottle Cleaning Tools, Mutipurpose Tiny Silicone Cup Holder Cleaner, Home Kitchen Cleaning Tools\", \"asin\": \"B0BL3CWYJC\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Straw Cleaner Brush for Stanley, 10Pcs Reusable Extra Long Straw Cleaning Brush for 14oz 20oz 30oz 40oz Stanley Mug, Cleaning Brush for All Plastic, Glass, Stainless and Silicone Straw\", \"asin\": \"B0DJDDJWV2\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks\", \"asin\": \"B07FDY1CDY\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"Straw Cleaner Brush Extra Long 12 inch, 10 PCS Straw Cleaner Brush Bristles Diameter (4+8+10+12+16mm) for Cleaning Straws, Pipe, Sippy Cup and Bottle\", \"asin\": \"B0C85J9K9S\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n {\"title\": \"4pcs Metal Straw Replacement for Hydro Flask, Stainless Steel Drinking Straws with 2pcs Cleaning Brushes Water Bottle Parts Accessories Compatible with Hydroflask 32oz Wide Mouth Bottle\", \"asin\": \"B0DTP4ZH8P\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"}\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\": \"2025-04-05T22:02:53.476Z\", // 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n{\"timestamp\": \"2025-04-05T21:59:00.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T21:59:57.023Z\", \"action\": \"input\", \"action_argument\": \"dawn straw cleaning brush\"}\n{\"timestamp\": \"2025-04-05T21:59:58.690Z\", \"action\": \"input\", \"action_argument\": \"Baby Bottle Cleaner Kit\"}\n{\"timestamp\": \"2025-04-05T22:01:17.633Z\", \"action\": \"input\", \"action_argument\": \"hydro flask\"}\n{\"timestamp\": \"2025-04-05T22:01:17.644Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T22:02:06.739Z\", \"action\": \"input\", \"action_argument\": \"hydro flask cleaning brush\"}\n{\"timestamp\": \"2025-04-05T22:02:06.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T22:02:53.476Z\", \"action\": \"click_product\", \"action_argument\": \"B07G3P677Z\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"hydro flask straw cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B07G3P677Z\"\n},\n {\n \"title\": \"Hydro Flask Cleaning Supplies - Bottle Brush & Straw Cleaning Set - Water Bottle Cleaning Accessories Dishwasher Safe Reusable Straw Brush\"\n},\n {\n \"price\": \"$8.24\"\n},\n {\n \"bullet_list\": \"Fits all Hydro Flask caps and lids Durable nylon bristles, Y\\u00fcksek kaliteli, sa\\u011flam f\\u0131r\\u00e7a seti, t\\u00fcm hidroflask kilitler i\\u00e7in uygundur Temizleme seti plastik sap, paslanmaz \\u00e7elik sap ve naylon k\\u0131llarla donat\\u0131lm\\u0131\\u015ft\\u0131r Yuvarlak f\\u0131r\\u00e7a pipetleri ve yuvarlak kapaklar\\u0131 temizler, ince f\\u0131r\\u00e7a ise hortumlar\\u0131, kapaklar\\u0131 ve kapaklar\\u0131 dar yerlere sahiptir. Bu f\\u0131r\\u00e7a yard\\u0131m\\u0131yla temizlik konusunda hi\\u00e7bir sorun ya\\u015famazs\\u0131n\\u0131z\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Straw Brush\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"ROSEOK 2in1 Long Handle Bottle Brush with Straw Brush for Cleaning Glass, Sports Bottle, Coffee Mug,1 Pack\", \"asin\": \"B0D789WH3R\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"15 Pack Straw Cleaner Brush Set, 12 inch Extra Long, 5 Different Diameters Reusable Cleaning Brush for Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0DKXSQCHP\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Replacement Straws for Hydro Flask Wide Mouth Bottle Hydroflask Straw Lid, 4 BPA-FREE Straws and 4 Straw Cleaning Brushes\", \"asin\": \"B071W6GSYH\", \"price\": \"$6.95\", \"quantity\": \"\"},\n {\"title\": \"MOSOLAN 2-in-1 Bottle Brush with Twist N' Hide Straw Brush, Water Bottle Brush Cleaner with Removable Head, Built for Cleaning Water Bottles, Coffee Mugs, Wine Decanters, Glasswares, Flask, 1 Pack\", \"asin\": \"B0CY9C64PF\", \"price\": \"$7.95\", \"quantity\": \"\"},\n {\"title\": \"MOSOLAN 3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"MOSOLAN 2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack\", \"asin\": \"B08Z6X231C\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"MOSOLAN 3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"MOSOLAN 2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack\", \"asin\": \"B08Z6X231C\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"MOSOLAN 3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks\", \"asin\": \"B07FDY1CDY\", \"price\": \"$7.95\", \"quantity\": \"\"},\n {\"title\": \"ROSEOK 2in1 Long Handle Bottle Brush with Straw Brush for Cleaning Glass, Sports Bottle, Coffee Mug,1 Pack\", \"asin\": \"B0D789WH3R\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"15 Pack Straw Cleaner Brush Set, 12 inch Extra Long, 5 Different Diameters Reusable Cleaning Brush for Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0DKXSQCHP\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"MOSOLAN 2-in-1 Bottle Brush with Twist N' Hide Straw Brush, Water Bottle Brush Cleaner with Removable Head, Built for Cleaning Water Bottles, Coffee Mugs, Wine Decanters, Glasswares, Flask, 1 Pack\", \"asin\": \"B0CY9C64PF\", \"price\": \"$7.95\", \"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\": \"2025-04-05T22:03:18.022Z\", // 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
|
2025-04-05T22:03:18.022Z
|
purchase
|
B07G3P677Z
|
rule
|
2025-04-05T22:03:18.022Z
|
train
| 2,638 |
2025-04-05T22:03:18.022Z
|
purchase
|
B07G3P677Z
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-05T21:57:51.547Z", "action": "input", "action_argument": "straw cleaning"}
{"timestamp": "2025-04-05T21:57:51.584Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T21:58:39.527Z", "action": "click_product", "action_argument": "B0CS2X34Q4"}
{"timestamp": "2025-04-05T21:59:00.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T21:59:57.023Z", "action": "input", "action_argument": "dawn straw cleaning brush"}
{"timestamp": "2025-04-05T21:59:58.690Z", "action": "input", "action_argument": "Baby Bottle Cleaner Kit"}
{"timestamp": "2025-04-05T22:01:17.633Z", "action": "input", "action_argument": "hydro flask"}
{"timestamp": "2025-04-05T22:01:17.644Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T22:02:06.739Z", "action": "input", "action_argument": "hydro flask cleaning brush"}
{"timestamp": "2025-04-05T22:02:06.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T22:02:53.476Z", "action": "click_product", "action_argument": "B07G3P677Z"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "hydro flask straw cleaning brush"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$4.69"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"asin": "B07G3P677Z"
},
{
"title": "Hydro Flask Cleaning Supplies - Bottle Brush & Straw Cleaning Set - Water Bottle Cleaning Accessories Dishwasher Safe Reusable Straw Brush"
},
{
"price": "$8.24"
},
{
"bullet_list": "Fits all Hydro Flask caps and lids Durable nylon bristles, Y\u00fcksek kaliteli, sa\u011flam f\u0131r\u00e7a seti, t\u00fcm hidroflask kilitler i\u00e7in uygundur Temizleme seti plastik sap, paslanmaz \u00e7elik sap ve naylon k\u0131llarla donat\u0131lm\u0131\u015ft\u0131r Yuvarlak f\u0131r\u00e7a pipetleri ve yuvarlak kapaklar\u0131 temizler, ince f\u0131r\u00e7a ise hortumlar\u0131, kapaklar\u0131 ve kapaklar\u0131 dar yerlere sahiptir. Bu f\u0131r\u00e7a yard\u0131m\u0131yla temizlik konusunda hi\u00e7bir sorun ya\u015famazs\u0131n\u0131z"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Style": "Straw Brush"
}
],
"promotion_items": [
{"title": "ROSEOK 2in1 Long Handle Bottle Brush with Straw Brush for Cleaning Glass, Sports Bottle, Coffee Mug,1 Pack", "asin": "B0D789WH3R", "price": "$9.99", "quantity": ""},
{"title": "15 Pack Straw Cleaner Brush Set, 12 inch Extra Long, 5 Different Diameters Reusable Cleaning Brush for Sippy Cup, Water Bottle and Tubes", "asin": "B0DKXSQCHP", "price": "$8.99", "quantity": ""},
{"title": "4-Pack Replacement Straws for Hydro Flask Wide Mouth Bottle Hydroflask Straw Lid, 4 BPA-FREE Straws and 4 Straw Cleaning Brushes", "asin": "B071W6GSYH", "price": "$6.95", "quantity": ""},
{"title": "MOSOLAN 2-in-1 Bottle Brush with Twist N' Hide Straw Brush, Water Bottle Brush Cleaner with Removable Head, Built for Cleaning Water Bottles, Coffee Mugs, Wine Decanters, Glasswares, Flask, 1 Pack", "asin": "B0CY9C64PF", "price": "$7.95", "quantity": ""},
{"title": "MOSOLAN 3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head", "asin": "B08M3SLL98", "price": "$12.95", "quantity": ""},
{"title": "Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "quantity": ""},
{"title": "MOSOLAN 2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack", "asin": "B08Z6X231C", "price": "$9.95", "quantity": ""},
{"title": "MOSOLAN 3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head", "asin": "B08M3SLL98", "price": "$12.95", "quantity": ""},
{"title": "Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "quantity": ""},
{"title": "MOSOLAN 2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack", "asin": "B08Z6X231C", "price": "$9.95", "quantity": ""},
{"title": "MOSOLAN 3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks", "asin": "B07FDY1CDY", "price": "$7.95", "quantity": ""},
{"title": "ROSEOK 2in1 Long Handle Bottle Brush with Straw Brush for Cleaning Glass, Sports Bottle, Coffee Mug,1 Pack", "asin": "B0D789WH3R", "price": "$9.99", "quantity": ""},
{"title": "15 Pack Straw Cleaner Brush Set, 12 inch Extra Long, 5 Different Diameters Reusable Cleaning Brush for Sippy Cup, Water Bottle and Tubes", "asin": "B0DKXSQCHP", "price": "$8.99", "quantity": ""},
{"title": "MOSOLAN 2-in-1 Bottle Brush with Twist N' Hide Straw Brush, Water Bottle Brush Cleaner with Removable Head, Built for Cleaning Water Bottles, Coffee Mugs, Wine Decanters, Glasswares, Flask, 1 Pack", "asin": "B0CY9C64PF", "price": "$7.95", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-05T22:03:18.022Z", // 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>B07G3P677Z</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B07G3P677Z</answer_argument>",
"index": 2638,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-05T21:57:51.547Z\", \"action\": \"input\", \"action_argument\": \"straw cleaning\"}\n{\"timestamp\": \"2025-04-05T21:57:51.584Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T21:58:39.527Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS2X34Q4\"}\n{\"timestamp\": \"2025-04-05T21:59:00.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T21:59:57.023Z\", \"action\": \"input\", \"action_argument\": \"dawn straw cleaning brush\"}\n{\"timestamp\": \"2025-04-05T21:59:58.690Z\", \"action\": \"input\", \"action_argument\": \"Baby Bottle Cleaner Kit\"}\n{\"timestamp\": \"2025-04-05T22:01:17.633Z\", \"action\": \"input\", \"action_argument\": \"hydro flask\"}\n{\"timestamp\": \"2025-04-05T22:01:17.644Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T22:02:06.739Z\", \"action\": \"input\", \"action_argument\": \"hydro flask cleaning brush\"}\n{\"timestamp\": \"2025-04-05T22:02:06.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T22:02:53.476Z\", \"action\": \"click_product\", \"action_argument\": \"B07G3P677Z\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"hydro flask straw cleaning brush\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$4.69\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B07G3P677Z\"\n},\n {\n \"title\": \"Hydro Flask Cleaning Supplies - Bottle Brush & Straw Cleaning Set - Water Bottle Cleaning Accessories Dishwasher Safe Reusable Straw Brush\"\n},\n {\n \"price\": \"$8.24\"\n},\n {\n \"bullet_list\": \"Fits all Hydro Flask caps and lids Durable nylon bristles, Y\\u00fcksek kaliteli, sa\\u011flam f\\u0131r\\u00e7a seti, t\\u00fcm hidroflask kilitler i\\u00e7in uygundur Temizleme seti plastik sap, paslanmaz \\u00e7elik sap ve naylon k\\u0131llarla donat\\u0131lm\\u0131\\u015ft\\u0131r Yuvarlak f\\u0131r\\u00e7a pipetleri ve yuvarlak kapaklar\\u0131 temizler, ince f\\u0131r\\u00e7a ise hortumlar\\u0131, kapaklar\\u0131 ve kapaklar\\u0131 dar yerlere sahiptir. Bu f\\u0131r\\u00e7a yard\\u0131m\\u0131yla temizlik konusunda hi\\u00e7bir sorun ya\\u015famazs\\u0131n\\u0131z\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Straw Brush\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"ROSEOK 2in1 Long Handle Bottle Brush with Straw Brush for Cleaning Glass, Sports Bottle, Coffee Mug,1 Pack\", \"asin\": \"B0D789WH3R\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"15 Pack Straw Cleaner Brush Set, 12 inch Extra Long, 5 Different Diameters Reusable Cleaning Brush for Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0DKXSQCHP\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Replacement Straws for Hydro Flask Wide Mouth Bottle Hydroflask Straw Lid, 4 BPA-FREE Straws and 4 Straw Cleaning Brushes\", \"asin\": \"B071W6GSYH\", \"price\": \"$6.95\", \"quantity\": \"\"},\n {\"title\": \"MOSOLAN 2-in-1 Bottle Brush with Twist N' Hide Straw Brush, Water Bottle Brush Cleaner with Removable Head, Built for Cleaning Water Bottles, Coffee Mugs, Wine Decanters, Glasswares, Flask, 1 Pack\", \"asin\": \"B0CY9C64PF\", \"price\": \"$7.95\", \"quantity\": \"\"},\n {\"title\": \"MOSOLAN 3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"MOSOLAN 2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack\", \"asin\": \"B08Z6X231C\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"MOSOLAN 3-in-1 Stainless Steel Water Bottle Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flask, Round Head\", \"asin\": \"B08M3SLL98\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"MOSOLAN 2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack\", \"asin\": \"B08Z6X231C\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"MOSOLAN 3-in-1 Water Bottle Cleaning Brush Set, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Narrow Neck Bottles, Sport Bottles, Baby Bottles, Coffee Mugs, Flasks\", \"asin\": \"B07FDY1CDY\", \"price\": \"$7.95\", \"quantity\": \"\"},\n {\"title\": \"ROSEOK 2in1 Long Handle Bottle Brush with Straw Brush for Cleaning Glass, Sports Bottle, Coffee Mug,1 Pack\", \"asin\": \"B0D789WH3R\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"15 Pack Straw Cleaner Brush Set, 12 inch Extra Long, 5 Different Diameters Reusable Cleaning Brush for Sippy Cup, Water Bottle and Tubes\", \"asin\": \"B0DKXSQCHP\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"MOSOLAN 2-in-1 Bottle Brush with Twist N' Hide Straw Brush, Water Bottle Brush Cleaner with Removable Head, Built for Cleaning Water Bottles, Coffee Mugs, Wine Decanters, Glasswares, Flask, 1 Pack\", \"asin\": \"B0CY9C64PF\", \"price\": \"$7.95\", \"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\": \"2025-04-05T22:03:18.022Z\", // 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 \"product_details\": [\n {\n \"asin\": \"B0CT2PMW2B\"\n},\n {\n \"title\": \"Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\"\n},\n {\n \"price\": \"$26.98\"\n},\n {\n \"bullet_list\": \"\\u3010Large Capacity Photo Picture Album\\u3011\\u2728 Holds 200 4 x 6 photos pictures. This album contains 50 clear PVC pages with 2 photo pockets per side (4 photo pockets per page), and give away 30 writable pieces of paper on which you can record the story of the picture. \\u3010Genuine Leather\\u3011\\u2728Photo album cover lining is made of genuine leather with nice and smooth texture, really soft & comfortable to touch. No Chemical Smell, Only Natural Leather Smell. Compared with other leather photo albums, our photo album is more durable and can be preserved for a long time, it will accompany you to record precious moments and the beauty of life. \\u3010Refillable Design\\u3011\\u2728 Each Leather photo album come with high quality standard 6 rings Binder, you can change the position of the paper at will. \\u3010IDEAL SIZE\\u3011\\u2728 10 x 8.5 inches. This journal photo album can be easily carried in your journey or put it home as a decoration. \\u3010PERFECT AS A GIFT\\u3011\\u2728 The details of this journal photo album set make it a wonderful gift for families and friends. Keep the memories of your family life, friendship and sparkle thoughts. Ideal gift for Valentine's Day, Christmas, Anniversary, Mother's Day, Thanksgiving Day, Birthday, Graduation and so on. It could also be used as Travel Record, Wedding Album, Baby row Album. A memory book of your own journey.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Hello Baby\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Large Vintage Leather Photo Album with Buckle Closure - Scrapbook Style Pages, Gift...\", \"asin\": \"B0BYB9ST1J\", \"price\": \"$74.97\", \"quantity\": \"\"},\n {\"title\": \"Artmag Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Pink)\", \"asin\": \"B09TKQV1PJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Large Genuine Leather Photo Album with Gift Box - Scrapbook Style Pages - Holds 400...\", \"asin\": \"B00A9JFASY\", \"price\": \"$74.97\", \"quantity\": \"\"},\n {\"title\": \"potricher Photo Album 4x6 600 Photos Linen Cover Large Capacity Picture Albums for Family Wedding Anniversary Baby Vacation (Grey)\", \"asin\": \"B08P5LQL2P\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Family Photo Album Self Adhesive Pages \\u2013 Vegan Leather Scrap Book Photo Album with Writing Space & 20 Adhesive Magnetic Sheets (40 Pages) for 3x5, 4x6, 5x7, 6x8, 8x10 Pictures \\u2013 13.0 x 13.2 Inches\", \"asin\": \"B0CQPKRY2S\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Lanpn Photo Album 4x6 1000 Pockets, Extra Large Capacity Linen Cover Picture Albums Holds 1000 Horizontal and Vertical Photos Black\", \"asin\": \"B0BJV349ZS\", \"price\": \"$31.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"NEONSIGNS\\u00a0Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\", \"asin\": \"B0CT2PMW2B\", \"price\": \"$26.98\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MVY418\", \"price\": \"$22.97\"},\n {\"title\": \"Adeerus\\u00a0Genuine Leather Photo Album, 4x6 for 300 Photos, with Writing Space of 40 Writing Paper, Binder Pocket, Travel Family Wedding Kids Graduation Baby Picture Album Scrapbook, Coffee Brown\", \"asin\": \"B0DHRHT7PR\", \"price\": \"$28.99\"},\n {\"title\": \"Artmag\\u00a0Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Brown)\", \"asin\": \"B09TKMQZ86\", \"price\": \"$16.99\"},\n {\"title\": \"Rustic Ridge Leather\\u00a0Rustic Genuine Leather Scrapbook Photo Album with Gift Box - Scrapbook Style Pages - Holds 100 4x6 or 5x7 Photos - Memory Book\", \"asin\": \"B07QH2GVQ4\", \"price\": \"$42.97\"}\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\": \"2025-04-16T05:44:02.311Z\", // 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
|
2025-04-16T05:44:02.311Z
|
input
|
robe
|
rule
|
2025-04-16T05:44:02.311Z
|
train
| 2,639 |
2025-04-16T05:44:02.311Z
|
input
|
robe
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": ""
}
],
"product_details": [
{
"asin": "B0CT2PMW2B"
},
{
"title": "Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\uff08Hello Baby\uff09"
},
{
"price": "$26.98"
},
{
"bullet_list": "\u3010Large Capacity Photo Picture Album\u3011\u2728 Holds 200 4 x 6 photos pictures. This album contains 50 clear PVC pages with 2 photo pockets per side (4 photo pockets per page), and give away 30 writable pieces of paper on which you can record the story of the picture. \u3010Genuine Leather\u3011\u2728Photo album cover lining is made of genuine leather with nice and smooth texture, really soft & comfortable to touch. No Chemical Smell, Only Natural Leather Smell. Compared with other leather photo albums, our photo album is more durable and can be preserved for a long time, it will accompany you to record precious moments and the beauty of life. \u3010Refillable Design\u3011\u2728 Each Leather photo album come with high quality standard 6 rings Binder, you can change the position of the paper at will. \u3010IDEAL SIZE\u3011\u2728 10 x 8.5 inches. This journal photo album can be easily carried in your journey or put it home as a decoration. \u3010PERFECT AS A GIFT\u3011\u2728 The details of this journal photo album set make it a wonderful gift for families and friends. Keep the memories of your family life, friendship and sparkle thoughts. Ideal gift for Valentine's Day, Christmas, Anniversary, Mother's Day, Thanksgiving Day, Birthday, Graduation and so on. It could also be used as Travel Record, Wedding Album, Baby row Album. A memory book of your own journey."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Hello Baby"
}
],
"promotion_items": [
{"title": "Large Vintage Leather Photo Album with Buckle Closure - Scrapbook Style Pages, Gift...", "asin": "B0BYB9ST1J", "price": "$74.97", "quantity": ""},
{"title": "Artmag Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Pink)", "asin": "B09TKQV1PJ", "price": "$16.99", "quantity": ""},
{"title": "Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MXJWQB", "price": "$22.97", "quantity": ""},
{"title": "Large Genuine Leather Photo Album with Gift Box - Scrapbook Style Pages - Holds 400...", "asin": "B00A9JFASY", "price": "$74.97", "quantity": ""},
{"title": "potricher Photo Album 4x6 600 Photos Linen Cover Large Capacity Picture Albums for Family Wedding Anniversary Baby Vacation (Grey)", "asin": "B08P5LQL2P", "price": "$22.99", "quantity": ""},
{"title": "Family Photo Album Self Adhesive Pages \u2013 Vegan Leather Scrap Book Photo Album with Writing Space & 20 Adhesive Magnetic Sheets (40 Pages) for 3x5, 4x6, 5x7, 6x8, 8x10 Pictures \u2013 13.0 x 13.2 Inches", "asin": "B0CQPKRY2S", "price": "$22.99", "quantity": ""},
{"title": "Lanpn Photo Album 4x6 1000 Pockets, Extra Large Capacity Linen Cover Picture Albums Holds 1000 Horizontal and Vertical Photos Black", "asin": "B0BJV349ZS", "price": "$31.99", "quantity": ""}
],
"comparison_items": [
{"title": "NEONSIGNS\u00a0Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\uff08Hello Baby\uff09", "asin": "B0CT2PMW2B", "price": "$26.98"},
{"title": "OBTAIN\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MXJWQB", "price": "$22.97"},
{"title": "OBTAIN\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MVY418", "price": "$22.97"},
{"title": "Adeerus\u00a0Genuine Leather Photo Album, 4x6 for 300 Photos, with Writing Space of 40 Writing Paper, Binder Pocket, Travel Family Wedding Kids Graduation Baby Picture Album Scrapbook, Coffee Brown", "asin": "B0DHRHT7PR", "price": "$28.99"},
{"title": "Artmag\u00a0Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Brown)", "asin": "B09TKMQZ86", "price": "$16.99"},
{"title": "Rustic Ridge Leather\u00a0Rustic Genuine Leather Scrapbook Photo Album with Gift Box - Scrapbook Style Pages - Holds 100 4x6 or 5x7 Photos - Memory Book", "asin": "B07QH2GVQ4", "price": "$42.97"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:44:02.311Z", // 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>robe</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>robe</answer_argument>",
"index": 2639,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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 \"product_details\": [\n {\n \"asin\": \"B0CT2PMW2B\"\n},\n {\n \"title\": \"Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\"\n},\n {\n \"price\": \"$26.98\"\n},\n {\n \"bullet_list\": \"\\u3010Large Capacity Photo Picture Album\\u3011\\u2728 Holds 200 4 x 6 photos pictures. This album contains 50 clear PVC pages with 2 photo pockets per side (4 photo pockets per page), and give away 30 writable pieces of paper on which you can record the story of the picture. \\u3010Genuine Leather\\u3011\\u2728Photo album cover lining is made of genuine leather with nice and smooth texture, really soft & comfortable to touch. No Chemical Smell, Only Natural Leather Smell. Compared with other leather photo albums, our photo album is more durable and can be preserved for a long time, it will accompany you to record precious moments and the beauty of life. \\u3010Refillable Design\\u3011\\u2728 Each Leather photo album come with high quality standard 6 rings Binder, you can change the position of the paper at will. \\u3010IDEAL SIZE\\u3011\\u2728 10 x 8.5 inches. This journal photo album can be easily carried in your journey or put it home as a decoration. \\u3010PERFECT AS A GIFT\\u3011\\u2728 The details of this journal photo album set make it a wonderful gift for families and friends. Keep the memories of your family life, friendship and sparkle thoughts. Ideal gift for Valentine's Day, Christmas, Anniversary, Mother's Day, Thanksgiving Day, Birthday, Graduation and so on. It could also be used as Travel Record, Wedding Album, Baby row Album. A memory book of your own journey.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Hello Baby\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Large Vintage Leather Photo Album with Buckle Closure - Scrapbook Style Pages, Gift...\", \"asin\": \"B0BYB9ST1J\", \"price\": \"$74.97\", \"quantity\": \"\"},\n {\"title\": \"Artmag Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Pink)\", \"asin\": \"B09TKQV1PJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Large Genuine Leather Photo Album with Gift Box - Scrapbook Style Pages - Holds 400...\", \"asin\": \"B00A9JFASY\", \"price\": \"$74.97\", \"quantity\": \"\"},\n {\"title\": \"potricher Photo Album 4x6 600 Photos Linen Cover Large Capacity Picture Albums for Family Wedding Anniversary Baby Vacation (Grey)\", \"asin\": \"B08P5LQL2P\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Family Photo Album Self Adhesive Pages \\u2013 Vegan Leather Scrap Book Photo Album with Writing Space & 20 Adhesive Magnetic Sheets (40 Pages) for 3x5, 4x6, 5x7, 6x8, 8x10 Pictures \\u2013 13.0 x 13.2 Inches\", \"asin\": \"B0CQPKRY2S\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Lanpn Photo Album 4x6 1000 Pockets, Extra Large Capacity Linen Cover Picture Albums Holds 1000 Horizontal and Vertical Photos Black\", \"asin\": \"B0BJV349ZS\", \"price\": \"$31.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"NEONSIGNS\\u00a0Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\", \"asin\": \"B0CT2PMW2B\", \"price\": \"$26.98\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MVY418\", \"price\": \"$22.97\"},\n {\"title\": \"Adeerus\\u00a0Genuine Leather Photo Album, 4x6 for 300 Photos, with Writing Space of 40 Writing Paper, Binder Pocket, Travel Family Wedding Kids Graduation Baby Picture Album Scrapbook, Coffee Brown\", \"asin\": \"B0DHRHT7PR\", \"price\": \"$28.99\"},\n {\"title\": \"Artmag\\u00a0Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Brown)\", \"asin\": \"B09TKMQZ86\", \"price\": \"$16.99\"},\n {\"title\": \"Rustic Ridge Leather\\u00a0Rustic Genuine Leather Scrapbook Photo Album with Gift Box - Scrapbook Style Pages - Holds 100 4x6 or 5x7 Photos - Memory Book\", \"asin\": \"B07QH2GVQ4\", \"price\": \"$42.97\"}\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\": \"2025-04-16T05:44:02.311Z\", // 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CT2PMW2B\"\n},\n {\n \"title\": \"Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\"\n},\n {\n \"price\": \"$26.98\"\n},\n {\n \"bullet_list\": \"\\u3010Large Capacity Photo Picture Album\\u3011\\u2728 Holds 200 4 x 6 photos pictures. This album contains 50 clear PVC pages with 2 photo pockets per side (4 photo pockets per page), and give away 30 writable pieces of paper on which you can record the story of the picture. \\u3010Genuine Leather\\u3011\\u2728Photo album cover lining is made of genuine leather with nice and smooth texture, really soft & comfortable to touch. No Chemical Smell, Only Natural Leather Smell. Compared with other leather photo albums, our photo album is more durable and can be preserved for a long time, it will accompany you to record precious moments and the beauty of life. \\u3010Refillable Design\\u3011\\u2728 Each Leather photo album come with high quality standard 6 rings Binder, you can change the position of the paper at will. \\u3010IDEAL SIZE\\u3011\\u2728 10 x 8.5 inches. This journal photo album can be easily carried in your journey or put it home as a decoration. \\u3010PERFECT AS A GIFT\\u3011\\u2728 The details of this journal photo album set make it a wonderful gift for families and friends. Keep the memories of your family life, friendship and sparkle thoughts. Ideal gift for Valentine's Day, Christmas, Anniversary, Mother's Day, Thanksgiving Day, Birthday, Graduation and so on. It could also be used as Travel Record, Wedding Album, Baby row Album. A memory book of your own journey.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Hello Baby\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Large Vintage Leather Photo Album with Buckle Closure - Scrapbook Style Pages, Gift...\", \"asin\": \"B0BYB9ST1J\", \"price\": \"$74.97\", \"quantity\": \"\"},\n {\"title\": \"Artmag Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Pink)\", \"asin\": \"B09TKQV1PJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Large Genuine Leather Photo Album with Gift Box - Scrapbook Style Pages - Holds 400...\", \"asin\": \"B00A9JFASY\", \"price\": \"$74.97\", \"quantity\": \"\"},\n {\"title\": \"potricher Photo Album 4x6 600 Photos Linen Cover Large Capacity Picture Albums for Family Wedding Anniversary Baby Vacation (Grey)\", \"asin\": \"B08P5LQL2P\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Family Photo Album Self Adhesive Pages \\u2013 Vegan Leather Scrap Book Photo Album with Writing Space & 20 Adhesive Magnetic Sheets (40 Pages) for 3x5, 4x6, 5x7, 6x8, 8x10 Pictures \\u2013 13.0 x 13.2 Inches\", \"asin\": \"B0CQPKRY2S\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Lanpn Photo Album 4x6 1000 Pockets, Extra Large Capacity Linen Cover Picture Albums Holds 1000 Horizontal and Vertical Photos Black\", \"asin\": \"B0BJV349ZS\", \"price\": \"$31.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"NEONSIGNS\\u00a0Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\", \"asin\": \"B0CT2PMW2B\", \"price\": \"$26.98\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MVY418\", \"price\": \"$22.97\"},\n {\"title\": \"Adeerus\\u00a0Genuine Leather Photo Album, 4x6 for 300 Photos, with Writing Space of 40 Writing Paper, Binder Pocket, Travel Family Wedding Kids Graduation Baby Picture Album Scrapbook, Coffee Brown\", \"asin\": \"B0DHRHT7PR\", \"price\": \"$28.99\"},\n {\"title\": \"Artmag\\u00a0Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Brown)\", \"asin\": \"B09TKMQZ86\", \"price\": \"$16.99\"},\n {\"title\": \"Rustic Ridge Leather\\u00a0Rustic Genuine Leather Scrapbook Photo Album with Gift Box - Scrapbook Style Pages - Holds 100 4x6 or 5x7 Photos - Memory Book\", \"asin\": \"B07QH2GVQ4\", \"price\": \"$42.97\"}\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\": \"2025-04-16T05:44:02.359Z\", // 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
|
2025-04-16T05:44:02.359Z
|
click
|
suggested_term
|
rule
|
2025-04-16T05:44:02.359Z
|
train
| 2,640 |
2025-04-16T05:44:02.359Z
|
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": "2025-04-16T05:44:02.311Z", "action": "input", "action_argument": "robe"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "robe"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"asin": "B0CT2PMW2B"
},
{
"title": "Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\uff08Hello Baby\uff09"
},
{
"price": "$26.98"
},
{
"bullet_list": "\u3010Large Capacity Photo Picture Album\u3011\u2728 Holds 200 4 x 6 photos pictures. This album contains 50 clear PVC pages with 2 photo pockets per side (4 photo pockets per page), and give away 30 writable pieces of paper on which you can record the story of the picture. \u3010Genuine Leather\u3011\u2728Photo album cover lining is made of genuine leather with nice and smooth texture, really soft & comfortable to touch. No Chemical Smell, Only Natural Leather Smell. Compared with other leather photo albums, our photo album is more durable and can be preserved for a long time, it will accompany you to record precious moments and the beauty of life. \u3010Refillable Design\u3011\u2728 Each Leather photo album come with high quality standard 6 rings Binder, you can change the position of the paper at will. \u3010IDEAL SIZE\u3011\u2728 10 x 8.5 inches. This journal photo album can be easily carried in your journey or put it home as a decoration. \u3010PERFECT AS A GIFT\u3011\u2728 The details of this journal photo album set make it a wonderful gift for families and friends. Keep the memories of your family life, friendship and sparkle thoughts. Ideal gift for Valentine's Day, Christmas, Anniversary, Mother's Day, Thanksgiving Day, Birthday, Graduation and so on. It could also be used as Travel Record, Wedding Album, Baby row Album. A memory book of your own journey."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Hello Baby"
}
],
"promotion_items": [
{"title": "Large Vintage Leather Photo Album with Buckle Closure - Scrapbook Style Pages, Gift...", "asin": "B0BYB9ST1J", "price": "$74.97", "quantity": ""},
{"title": "Artmag Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Pink)", "asin": "B09TKQV1PJ", "price": "$16.99", "quantity": ""},
{"title": "Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MXJWQB", "price": "$22.97", "quantity": ""},
{"title": "Large Genuine Leather Photo Album with Gift Box - Scrapbook Style Pages - Holds 400...", "asin": "B00A9JFASY", "price": "$74.97", "quantity": ""},
{"title": "potricher Photo Album 4x6 600 Photos Linen Cover Large Capacity Picture Albums for Family Wedding Anniversary Baby Vacation (Grey)", "asin": "B08P5LQL2P", "price": "$22.99", "quantity": ""},
{"title": "Family Photo Album Self Adhesive Pages \u2013 Vegan Leather Scrap Book Photo Album with Writing Space & 20 Adhesive Magnetic Sheets (40 Pages) for 3x5, 4x6, 5x7, 6x8, 8x10 Pictures \u2013 13.0 x 13.2 Inches", "asin": "B0CQPKRY2S", "price": "$22.99", "quantity": ""},
{"title": "Lanpn Photo Album 4x6 1000 Pockets, Extra Large Capacity Linen Cover Picture Albums Holds 1000 Horizontal and Vertical Photos Black", "asin": "B0BJV349ZS", "price": "$31.99", "quantity": ""}
],
"comparison_items": [
{"title": "NEONSIGNS\u00a0Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\uff08Hello Baby\uff09", "asin": "B0CT2PMW2B", "price": "$26.98"},
{"title": "OBTAIN\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MXJWQB", "price": "$22.97"},
{"title": "OBTAIN\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MVY418", "price": "$22.97"},
{"title": "Adeerus\u00a0Genuine Leather Photo Album, 4x6 for 300 Photos, with Writing Space of 40 Writing Paper, Binder Pocket, Travel Family Wedding Kids Graduation Baby Picture Album Scrapbook, Coffee Brown", "asin": "B0DHRHT7PR", "price": "$28.99"},
{"title": "Artmag\u00a0Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Brown)", "asin": "B09TKMQZ86", "price": "$16.99"},
{"title": "Rustic Ridge Leather\u00a0Rustic Genuine Leather Scrapbook Photo Album with Gift Box - Scrapbook Style Pages - Holds 100 4x6 or 5x7 Photos - Memory Book", "asin": "B07QH2GVQ4", "price": "$42.97"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:44:02.359Z", // 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": 2640,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CT2PMW2B\"\n},\n {\n \"title\": \"Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\"\n},\n {\n \"price\": \"$26.98\"\n},\n {\n \"bullet_list\": \"\\u3010Large Capacity Photo Picture Album\\u3011\\u2728 Holds 200 4 x 6 photos pictures. This album contains 50 clear PVC pages with 2 photo pockets per side (4 photo pockets per page), and give away 30 writable pieces of paper on which you can record the story of the picture. \\u3010Genuine Leather\\u3011\\u2728Photo album cover lining is made of genuine leather with nice and smooth texture, really soft & comfortable to touch. No Chemical Smell, Only Natural Leather Smell. Compared with other leather photo albums, our photo album is more durable and can be preserved for a long time, it will accompany you to record precious moments and the beauty of life. \\u3010Refillable Design\\u3011\\u2728 Each Leather photo album come with high quality standard 6 rings Binder, you can change the position of the paper at will. \\u3010IDEAL SIZE\\u3011\\u2728 10 x 8.5 inches. This journal photo album can be easily carried in your journey or put it home as a decoration. \\u3010PERFECT AS A GIFT\\u3011\\u2728 The details of this journal photo album set make it a wonderful gift for families and friends. Keep the memories of your family life, friendship and sparkle thoughts. Ideal gift for Valentine's Day, Christmas, Anniversary, Mother's Day, Thanksgiving Day, Birthday, Graduation and so on. It could also be used as Travel Record, Wedding Album, Baby row Album. A memory book of your own journey.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Hello Baby\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Large Vintage Leather Photo Album with Buckle Closure - Scrapbook Style Pages, Gift...\", \"asin\": \"B0BYB9ST1J\", \"price\": \"$74.97\", \"quantity\": \"\"},\n {\"title\": \"Artmag Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Pink)\", \"asin\": \"B09TKQV1PJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Large Genuine Leather Photo Album with Gift Box - Scrapbook Style Pages - Holds 400...\", \"asin\": \"B00A9JFASY\", \"price\": \"$74.97\", \"quantity\": \"\"},\n {\"title\": \"potricher Photo Album 4x6 600 Photos Linen Cover Large Capacity Picture Albums for Family Wedding Anniversary Baby Vacation (Grey)\", \"asin\": \"B08P5LQL2P\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Family Photo Album Self Adhesive Pages \\u2013 Vegan Leather Scrap Book Photo Album with Writing Space & 20 Adhesive Magnetic Sheets (40 Pages) for 3x5, 4x6, 5x7, 6x8, 8x10 Pictures \\u2013 13.0 x 13.2 Inches\", \"asin\": \"B0CQPKRY2S\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Lanpn Photo Album 4x6 1000 Pockets, Extra Large Capacity Linen Cover Picture Albums Holds 1000 Horizontal and Vertical Photos Black\", \"asin\": \"B0BJV349ZS\", \"price\": \"$31.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"NEONSIGNS\\u00a0Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\", \"asin\": \"B0CT2PMW2B\", \"price\": \"$26.98\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MVY418\", \"price\": \"$22.97\"},\n {\"title\": \"Adeerus\\u00a0Genuine Leather Photo Album, 4x6 for 300 Photos, with Writing Space of 40 Writing Paper, Binder Pocket, Travel Family Wedding Kids Graduation Baby Picture Album Scrapbook, Coffee Brown\", \"asin\": \"B0DHRHT7PR\", \"price\": \"$28.99\"},\n {\"title\": \"Artmag\\u00a0Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Brown)\", \"asin\": \"B09TKMQZ86\", \"price\": \"$16.99\"},\n {\"title\": \"Rustic Ridge Leather\\u00a0Rustic Genuine Leather Scrapbook Photo Album with Gift Box - Scrapbook Style Pages - Holds 100 4x6 or 5x7 Photos - Memory Book\", \"asin\": \"B07QH2GVQ4\", \"price\": \"$42.97\"}\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\": \"2025-04-16T05:44:02.359Z\", // 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"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 \"product_details\": [\n {\n \"asin\": \"B0CT2PMW2B\"\n},\n {\n \"title\": \"Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\"\n},\n {\n \"price\": \"$26.98\"\n},\n {\n \"bullet_list\": \"\\u3010Large Capacity Photo Picture Album\\u3011\\u2728 Holds 200 4 x 6 photos pictures. This album contains 50 clear PVC pages with 2 photo pockets per side (4 photo pockets per page), and give away 30 writable pieces of paper on which you can record the story of the picture. \\u3010Genuine Leather\\u3011\\u2728Photo album cover lining is made of genuine leather with nice and smooth texture, really soft & comfortable to touch. No Chemical Smell, Only Natural Leather Smell. Compared with other leather photo albums, our photo album is more durable and can be preserved for a long time, it will accompany you to record precious moments and the beauty of life. \\u3010Refillable Design\\u3011\\u2728 Each Leather photo album come with high quality standard 6 rings Binder, you can change the position of the paper at will. \\u3010IDEAL SIZE\\u3011\\u2728 10 x 8.5 inches. This journal photo album can be easily carried in your journey or put it home as a decoration. \\u3010PERFECT AS A GIFT\\u3011\\u2728 The details of this journal photo album set make it a wonderful gift for families and friends. Keep the memories of your family life, friendship and sparkle thoughts. Ideal gift for Valentine's Day, Christmas, Anniversary, Mother's Day, Thanksgiving Day, Birthday, Graduation and so on. It could also be used as Travel Record, Wedding Album, Baby row Album. A memory book of your own journey.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Hello Baby\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Large Vintage Leather Photo Album with Buckle Closure - Scrapbook Style Pages, Gift...\", \"asin\": \"B0BYB9ST1J\", \"price\": \"$74.97\", \"quantity\": \"\"},\n {\"title\": \"Artmag Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Pink)\", \"asin\": \"B09TKQV1PJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Large Genuine Leather Photo Album with Gift Box - Scrapbook Style Pages - Holds 400...\", \"asin\": \"B00A9JFASY\", \"price\": \"$74.97\", \"quantity\": \"\"},\n {\"title\": \"potricher Photo Album 4x6 600 Photos Linen Cover Large Capacity Picture Albums for Family Wedding Anniversary Baby Vacation (Grey)\", \"asin\": \"B08P5LQL2P\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Family Photo Album Self Adhesive Pages \\u2013 Vegan Leather Scrap Book Photo Album with Writing Space & 20 Adhesive Magnetic Sheets (40 Pages) for 3x5, 4x6, 5x7, 6x8, 8x10 Pictures \\u2013 13.0 x 13.2 Inches\", \"asin\": \"B0CQPKRY2S\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Lanpn Photo Album 4x6 1000 Pockets, Extra Large Capacity Linen Cover Picture Albums Holds 1000 Horizontal and Vertical Photos Black\", \"asin\": \"B0BJV349ZS\", \"price\": \"$31.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"NEONSIGNS\\u00a0Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\", \"asin\": \"B0CT2PMW2B\", \"price\": \"$26.98\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MVY418\", \"price\": \"$22.97\"},\n {\"title\": \"Adeerus\\u00a0Genuine Leather Photo Album, 4x6 for 300 Photos, with Writing Space of 40 Writing Paper, Binder Pocket, Travel Family Wedding Kids Graduation Baby Picture Album Scrapbook, Coffee Brown\", \"asin\": \"B0DHRHT7PR\", \"price\": \"$28.99\"},\n {\"title\": \"Artmag\\u00a0Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Brown)\", \"asin\": \"B09TKMQZ86\", \"price\": \"$16.99\"},\n {\"title\": \"Rustic Ridge Leather\\u00a0Rustic Genuine Leather Scrapbook Photo Album with Gift Box - Scrapbook Style Pages - Holds 100 4x6 or 5x7 Photos - Memory Book\", \"asin\": \"B07QH2GVQ4\", \"price\": \"$42.97\"}\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\": \"2025-04-16T05:44:10.343Z\", // 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
|
2025-04-16T05:44:10.343Z
|
input
|
robe
|
rule
|
2025-04-16T05:44:10.343Z
|
train
| 2,641 |
2025-04-16T05:44:10.343Z
|
input
|
robe
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-16T05:44:02.311Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:44:02.359Z", "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": ""
}
],
"product_details": [
{
"asin": "B0CT2PMW2B"
},
{
"title": "Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\uff08Hello Baby\uff09"
},
{
"price": "$26.98"
},
{
"bullet_list": "\u3010Large Capacity Photo Picture Album\u3011\u2728 Holds 200 4 x 6 photos pictures. This album contains 50 clear PVC pages with 2 photo pockets per side (4 photo pockets per page), and give away 30 writable pieces of paper on which you can record the story of the picture. \u3010Genuine Leather\u3011\u2728Photo album cover lining is made of genuine leather with nice and smooth texture, really soft & comfortable to touch. No Chemical Smell, Only Natural Leather Smell. Compared with other leather photo albums, our photo album is more durable and can be preserved for a long time, it will accompany you to record precious moments and the beauty of life. \u3010Refillable Design\u3011\u2728 Each Leather photo album come with high quality standard 6 rings Binder, you can change the position of the paper at will. \u3010IDEAL SIZE\u3011\u2728 10 x 8.5 inches. This journal photo album can be easily carried in your journey or put it home as a decoration. \u3010PERFECT AS A GIFT\u3011\u2728 The details of this journal photo album set make it a wonderful gift for families and friends. Keep the memories of your family life, friendship and sparkle thoughts. Ideal gift for Valentine's Day, Christmas, Anniversary, Mother's Day, Thanksgiving Day, Birthday, Graduation and so on. It could also be used as Travel Record, Wedding Album, Baby row Album. A memory book of your own journey."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Hello Baby"
}
],
"promotion_items": [
{"title": "Large Vintage Leather Photo Album with Buckle Closure - Scrapbook Style Pages, Gift...", "asin": "B0BYB9ST1J", "price": "$74.97", "quantity": ""},
{"title": "Artmag Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Pink)", "asin": "B09TKQV1PJ", "price": "$16.99", "quantity": ""},
{"title": "Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MXJWQB", "price": "$22.97", "quantity": ""},
{"title": "Large Genuine Leather Photo Album with Gift Box - Scrapbook Style Pages - Holds 400...", "asin": "B00A9JFASY", "price": "$74.97", "quantity": ""},
{"title": "potricher Photo Album 4x6 600 Photos Linen Cover Large Capacity Picture Albums for Family Wedding Anniversary Baby Vacation (Grey)", "asin": "B08P5LQL2P", "price": "$22.99", "quantity": ""},
{"title": "Family Photo Album Self Adhesive Pages \u2013 Vegan Leather Scrap Book Photo Album with Writing Space & 20 Adhesive Magnetic Sheets (40 Pages) for 3x5, 4x6, 5x7, 6x8, 8x10 Pictures \u2013 13.0 x 13.2 Inches", "asin": "B0CQPKRY2S", "price": "$22.99", "quantity": ""},
{"title": "Lanpn Photo Album 4x6 1000 Pockets, Extra Large Capacity Linen Cover Picture Albums Holds 1000 Horizontal and Vertical Photos Black", "asin": "B0BJV349ZS", "price": "$31.99", "quantity": ""}
],
"comparison_items": [
{"title": "NEONSIGNS\u00a0Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\uff08Hello Baby\uff09", "asin": "B0CT2PMW2B", "price": "$26.98"},
{"title": "OBTAIN\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MXJWQB", "price": "$22.97"},
{"title": "OBTAIN\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album", "asin": "B0B5MVY418", "price": "$22.97"},
{"title": "Adeerus\u00a0Genuine Leather Photo Album, 4x6 for 300 Photos, with Writing Space of 40 Writing Paper, Binder Pocket, Travel Family Wedding Kids Graduation Baby Picture Album Scrapbook, Coffee Brown", "asin": "B0DHRHT7PR", "price": "$28.99"},
{"title": "Artmag\u00a0Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Brown)", "asin": "B09TKMQZ86", "price": "$16.99"},
{"title": "Rustic Ridge Leather\u00a0Rustic Genuine Leather Scrapbook Photo Album with Gift Box - Scrapbook Style Pages - Holds 100 4x6 or 5x7 Photos - Memory Book", "asin": "B07QH2GVQ4", "price": "$42.97"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:44:10.343Z", // 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>robe</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>robe</answer_argument>",
"index": 2641,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"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 \"product_details\": [\n {\n \"asin\": \"B0CT2PMW2B\"\n},\n {\n \"title\": \"Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\"\n},\n {\n \"price\": \"$26.98\"\n},\n {\n \"bullet_list\": \"\\u3010Large Capacity Photo Picture Album\\u3011\\u2728 Holds 200 4 x 6 photos pictures. This album contains 50 clear PVC pages with 2 photo pockets per side (4 photo pockets per page), and give away 30 writable pieces of paper on which you can record the story of the picture. \\u3010Genuine Leather\\u3011\\u2728Photo album cover lining is made of genuine leather with nice and smooth texture, really soft & comfortable to touch. No Chemical Smell, Only Natural Leather Smell. Compared with other leather photo albums, our photo album is more durable and can be preserved for a long time, it will accompany you to record precious moments and the beauty of life. \\u3010Refillable Design\\u3011\\u2728 Each Leather photo album come with high quality standard 6 rings Binder, you can change the position of the paper at will. \\u3010IDEAL SIZE\\u3011\\u2728 10 x 8.5 inches. This journal photo album can be easily carried in your journey or put it home as a decoration. \\u3010PERFECT AS A GIFT\\u3011\\u2728 The details of this journal photo album set make it a wonderful gift for families and friends. Keep the memories of your family life, friendship and sparkle thoughts. Ideal gift for Valentine's Day, Christmas, Anniversary, Mother's Day, Thanksgiving Day, Birthday, Graduation and so on. It could also be used as Travel Record, Wedding Album, Baby row Album. A memory book of your own journey.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Hello Baby\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Large Vintage Leather Photo Album with Buckle Closure - Scrapbook Style Pages, Gift...\", \"asin\": \"B0BYB9ST1J\", \"price\": \"$74.97\", \"quantity\": \"\"},\n {\"title\": \"Artmag Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Pink)\", \"asin\": \"B09TKQV1PJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\", \"quantity\": \"\"},\n {\"title\": \"Large Genuine Leather Photo Album with Gift Box - Scrapbook Style Pages - Holds 400...\", \"asin\": \"B00A9JFASY\", \"price\": \"$74.97\", \"quantity\": \"\"},\n {\"title\": \"potricher Photo Album 4x6 600 Photos Linen Cover Large Capacity Picture Albums for Family Wedding Anniversary Baby Vacation (Grey)\", \"asin\": \"B08P5LQL2P\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Family Photo Album Self Adhesive Pages \\u2013 Vegan Leather Scrap Book Photo Album with Writing Space & 20 Adhesive Magnetic Sheets (40 Pages) for 3x5, 4x6, 5x7, 6x8, 8x10 Pictures \\u2013 13.0 x 13.2 Inches\", \"asin\": \"B0CQPKRY2S\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Lanpn Photo Album 4x6 1000 Pockets, Extra Large Capacity Linen Cover Picture Albums Holds 1000 Horizontal and Vertical Photos Black\", \"asin\": \"B0BJV349ZS\", \"price\": \"$31.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"NEONSIGNS\\u00a0Photo Album 4x6 200 Photos, Genuine Leather Photo Albums with Writing Space with 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\\uff08Hello Baby\\uff09\", \"asin\": \"B0CT2PMW2B\", \"price\": \"$26.98\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MXJWQB\", \"price\": \"$22.97\"},\n {\"title\": \"OBTAIN\\u00a0Photo Album 4x6 160 Photos, Leather Photo Albums with Writing Space With 30 Writing Paper, Travel Family Wedding Kids Graduation Ultrasound Baby Picture Album Scrapbook Photo Album\", \"asin\": \"B0B5MVY418\", \"price\": \"$22.97\"},\n {\"title\": \"Adeerus\\u00a0Genuine Leather Photo Album, 4x6 for 300 Photos, with Writing Space of 40 Writing Paper, Binder Pocket, Travel Family Wedding Kids Graduation Baby Picture Album Scrapbook, Coffee Brown\", \"asin\": \"B0DHRHT7PR\", \"price\": \"$28.99\"},\n {\"title\": \"Artmag\\u00a0Photo Album 4x6 300 Photos, Extra Large Capacity Leather Cover Wedding Family Photo Albums Holds 300 Horizontal 4x6 Photos(Brown)\", \"asin\": \"B09TKMQZ86\", \"price\": \"$16.99\"},\n {\"title\": \"Rustic Ridge Leather\\u00a0Rustic Genuine Leather Scrapbook Photo Album with Gift Box - Scrapbook Style Pages - Holds 100 4x6 or 5x7 Photos - Memory Book\", \"asin\": \"B07QH2GVQ4\", \"price\": \"$42.97\"}\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\": \"2025-04-16T05:44:10.343Z\", // 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B07YDQW5QK\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Light Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Taupe\", \"asin\": \"B07N2X3ZNY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"PAVILIA Premium Womens Plush Soft Robe Fluffy, Warm, Fleece Sherpa Shaggy Bathrobe (L/XL, Gray)\", \"asin\": \"B07XVR23SN\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Richie House Women's Plush Soft Warm Fleece Bathrobe RH1591-D-S\", \"asin\": \"B00XKDBD6O\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Women Hooded Plush Robe, Fleece Cozy Warm Bathrobe Fuzzy Female Spa Robe With Pockets Spa Bathrobe,BLACK+BURGUNDY, S/M\", \"asin\": \"B0CBZG3FF5\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Grey, XL)\", \"asin\": \"B0CCJ6HHY5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Plush Microfiber Fleece Robe | Super Soft & Warm | Lightweight | Full Length\", \"asin\": \"B00MW8II98\", \"price\": \"$89.00\", \"quantity\": \"\"},\n {\"title\": \"LKG Women's robes long plush hooded fleece fuzzy Plus size fluffy Warm Winter ladies robes house coat bathrobe for women Full length (Large, Gray)\", \"asin\": \"B0DFCNHGQM\", \"price\": \"$39.99\", \"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\": \"2025-04-16T05:45:55.687Z\", // 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
|
2025-04-16T05:45:55.687Z
|
click
|
product_option
|
rule
|
2025-04-16T05:45:55.687Z
|
train
| 2,642 |
2025-04-16T05:45:55.687Z
|
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": "2025-04-16T05:44:02.311Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:44:02.359Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T05:44:10.343Z", "action": "input", "action_argument": "robe"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "robe"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe"
},
{
"price": "$14.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B07YDQW5QK"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "X-Large (Pack of 1)"
},
{
"Color": "Light Grey"
}
],
"promotion_items": [
{"title": "NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Taupe", "asin": "B07N2X3ZNY", "price": "$14.99", "quantity": ""},
{"title": "PAVILIA Premium Womens Plush Soft Robe Fluffy, Warm, Fleece Sherpa Shaggy Bathrobe (L/XL, Gray)", "asin": "B07XVR23SN", "price": "$29.99", "quantity": ""},
{"title": "Richie House Women's Plush Soft Warm Fleece Bathrobe RH1591-D-S", "asin": "B00XKDBD6O", "price": "$39.99", "quantity": ""},
{"title": "Inner Wish Women Hooded Plush Robe, Fleece Cozy Warm Bathrobe Fuzzy Female Spa Robe With Pockets Spa Bathrobe,BLACK+BURGUNDY, S/M", "asin": "B0CBZG3FF5", "price": "$18.99", "quantity": ""},
{"title": "Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Grey, XL)", "asin": "B0CCJ6HHY5", "price": "$39.99", "quantity": ""},
{"title": "Plush Microfiber Fleece Robe | Super Soft & Warm | Lightweight | Full Length", "asin": "B00MW8II98", "price": "$89.00", "quantity": ""},
{"title": "LKG Women's robes long plush hooded fleece fuzzy Plus size fluffy Warm Winter ladies robes house coat bathrobe for women Full length (Large, Gray)", "asin": "B0DFCNHGQM", "price": "$39.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:45:55.687Z", // 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": 2642,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B07YDQW5QK\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Light Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Taupe\", \"asin\": \"B07N2X3ZNY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"PAVILIA Premium Womens Plush Soft Robe Fluffy, Warm, Fleece Sherpa Shaggy Bathrobe (L/XL, Gray)\", \"asin\": \"B07XVR23SN\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Richie House Women's Plush Soft Warm Fleece Bathrobe RH1591-D-S\", \"asin\": \"B00XKDBD6O\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Women Hooded Plush Robe, Fleece Cozy Warm Bathrobe Fuzzy Female Spa Robe With Pockets Spa Bathrobe,BLACK+BURGUNDY, S/M\", \"asin\": \"B0CBZG3FF5\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Grey, XL)\", \"asin\": \"B0CCJ6HHY5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Plush Microfiber Fleece Robe | Super Soft & Warm | Lightweight | Full Length\", \"asin\": \"B00MW8II98\", \"price\": \"$89.00\", \"quantity\": \"\"},\n {\"title\": \"LKG Women's robes long plush hooded fleece fuzzy Plus size fluffy Warm Winter ladies robes house coat bathrobe for women Full length (Large, Gray)\", \"asin\": \"B0DFCNHGQM\", \"price\": \"$39.99\", \"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\": \"2025-04-16T05:45:55.687Z\", // 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$28.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM95BHX4\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"TowelSelections Women's Plush Robe, Fleece Shawl Collar Spa Bathrobe Large Deep Wine-Hearts\", \"asin\": \"B081TJZYSZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Womens Long Robe Soft Warm Fleece Plush Bathrobe Ladies Sleepwear Pajamas Housecoat Nightgown Gray Small-Medium\", \"asin\": \"B019F7AJKE\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"36-Inch Women's Plush Robe with Tie Waistband and Pockets - Cozy Bath Robes for Women\", \"asin\": \"B0CFWVKBZ6\", \"price\": \"$34.98\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Light Gray X-Large\", \"asin\": \"B07TTGL2GY\", \"price\": \"$32.98\", \"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\": \"2025-04-16T05:46:01.178Z\", // 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
|
2025-04-16T05:46:01.178Z
|
click
|
product_option
|
rule
|
2025-04-16T05:46:01.178Z
|
train
| 2,643 |
2025-04-16T05:46:01.178Z
|
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": "2025-04-16T05:44:02.311Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:44:02.359Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T05:44:10.343Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:45:55.687Z", "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": "robe"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe"
},
{
"price": "$28.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B0DM95BHX4"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "X-Large (Pack of 1)"
},
{
"Color": "Black"
}
],
"promotion_items": [
{"title": "NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey", "asin": "B07QK8W4S7", "price": "$14.99", "quantity": ""},
{"title": "Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large", "asin": "B0814VKBMW", "price": "$39.98", "quantity": ""},
{"title": "Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)", "asin": "B0CCJ4SVBD", "price": "$39.99", "quantity": ""},
{"title": "TowelSelections Women's Plush Robe, Fleece Shawl Collar Spa Bathrobe Large Deep Wine-Hearts", "asin": "B081TJZYSZ", "price": "$33.99", "quantity": ""},
{"title": "Hellomamma Womens Long Robe Soft Warm Fleece Plush Bathrobe Ladies Sleepwear Pajamas Housecoat Nightgown Gray Small-Medium", "asin": "B019F7AJKE", "price": "$35.98", "quantity": ""},
{"title": "36-Inch Women's Plush Robe with Tie Waistband and Pockets - Cozy Bath Robes for Women", "asin": "B0CFWVKBZ6", "price": "$34.98", "quantity": ""},
{"title": "Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Light Gray X-Large", "asin": "B07TTGL2GY", "price": "$32.98", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:46:01.178Z", // 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": 2643,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$28.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM95BHX4\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"TowelSelections Women's Plush Robe, Fleece Shawl Collar Spa Bathrobe Large Deep Wine-Hearts\", \"asin\": \"B081TJZYSZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Womens Long Robe Soft Warm Fleece Plush Bathrobe Ladies Sleepwear Pajamas Housecoat Nightgown Gray Small-Medium\", \"asin\": \"B019F7AJKE\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"36-Inch Women's Plush Robe with Tie Waistband and Pockets - Cozy Bath Robes for Women\", \"asin\": \"B0CFWVKBZ6\", \"price\": \"$34.98\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Light Gray X-Large\", \"asin\": \"B07TTGL2GY\", \"price\": \"$32.98\", \"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\": \"2025-04-16T05:46:01.178Z\", // 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$28.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM95BHX4\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Burgundy\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"TowelSelections Women's Plush Robe, Fleece Shawl Collar Spa Bathrobe Large Deep Wine-Hearts\", \"asin\": \"B081TJZYSZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Womens Long Robe Soft Warm Fleece Plush Bathrobe Ladies Sleepwear Pajamas Housecoat Nightgown Gray Small-Medium\", \"asin\": \"B019F7AJKE\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"36-Inch Women's Plush Robe with Tie Waistband and Pockets - Cozy Bath Robes for Women\", \"asin\": \"B0CFWVKBZ6\", \"price\": \"$34.98\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Light Gray X-Large\", \"asin\": \"B07TTGL2GY\", \"price\": \"$32.98\", \"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\": \"2025-04-16T05:46:02.137Z\", // 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
|
2025-04-16T05:46:02.137Z
|
click
|
product_option
|
rule
|
2025-04-16T05:46:02.137Z
|
train
| 2,644 |
2025-04-16T05:46:02.137Z
|
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": "2025-04-16T05:44:02.311Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:44:02.359Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T05:44:10.343Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:45:55.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:01.178Z", "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": "robe"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe"
},
{
"price": "$28.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B0DM95BHX4"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "X-Large (Pack of 1)"
},
{
"Color": "Burgundy"
}
],
"promotion_items": [
{"title": "NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey", "asin": "B07QK8W4S7", "price": "$14.99", "quantity": ""},
{"title": "Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large", "asin": "B0814VKBMW", "price": "$39.98", "quantity": ""},
{"title": "Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)", "asin": "B0CCJ4SVBD", "price": "$39.99", "quantity": ""},
{"title": "TowelSelections Women's Plush Robe, Fleece Shawl Collar Spa Bathrobe Large Deep Wine-Hearts", "asin": "B081TJZYSZ", "price": "$33.99", "quantity": ""},
{"title": "Hellomamma Womens Long Robe Soft Warm Fleece Plush Bathrobe Ladies Sleepwear Pajamas Housecoat Nightgown Gray Small-Medium", "asin": "B019F7AJKE", "price": "$35.98", "quantity": ""},
{"title": "36-Inch Women's Plush Robe with Tie Waistband and Pockets - Cozy Bath Robes for Women", "asin": "B0CFWVKBZ6", "price": "$34.98", "quantity": ""},
{"title": "Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Light Gray X-Large", "asin": "B07TTGL2GY", "price": "$32.98", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:46:02.137Z", // 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>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 2644,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$28.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM95BHX4\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Burgundy\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"TowelSelections Women's Plush Robe, Fleece Shawl Collar Spa Bathrobe Large Deep Wine-Hearts\", \"asin\": \"B081TJZYSZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Womens Long Robe Soft Warm Fleece Plush Bathrobe Ladies Sleepwear Pajamas Housecoat Nightgown Gray Small-Medium\", \"asin\": \"B019F7AJKE\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"36-Inch Women's Plush Robe with Tie Waistband and Pockets - Cozy Bath Robes for Women\", \"asin\": \"B0CFWVKBZ6\", \"price\": \"$34.98\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Light Gray X-Large\", \"asin\": \"B07TTGL2GY\", \"price\": \"$32.98\", \"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\": \"2025-04-16T05:46:02.137Z\", // 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B08KLHJHZV\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Coral\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Luxury Spa Robe - 5-Star Hotel Microfiber and Terry Bathrobe for Women and Men | Full Length | Petite to Plus Size | Aqua, X-Small\", \"asin\": \"B000EVFKJQ\", \"price\": \"$125.00\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Small, White\", \"asin\": \"B075S848Y3\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD2XMSTN\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Richie House Women's Plush Soft Warm Fleece Bathrobe RH1591-D-S\", \"asin\": \"B00XKDBD6O\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Women Hooded Plush Robe, Fleece Cozy Warm Bathrobe Fuzzy Female Spa Robe With Pockets Spa Bathrobe,BLACK+BURGUNDY, S/M\", \"asin\": \"B0CBZG3FF5\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Grey, XL)\", \"asin\": \"B0CCJ6HHY5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Turquaz Plush Robes For Women, Soft Warm Fleece Bathrobe for Women, Long Comfy Women's Robe\", \"asin\": \"B081BG32WG\", \"price\": \"$44.99\", \"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\": \"2025-04-16T05:46:04.858Z\", // 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
|
2025-04-16T05:46:04.858Z
|
click
|
product_option
|
rule
|
2025-04-16T05:46:04.858Z
|
train
| 2,645 |
2025-04-16T05:46:04.858Z
|
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": "2025-04-16T05:44:02.311Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:44:02.359Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T05:44:10.343Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:45:55.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:01.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:02.137Z", "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": "robe"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe"
},
{
"price": "$17.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B08KLHJHZV"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "X-Large (Pack of 1)"
},
{
"Color": "Coral"
}
],
"promotion_items": [
{"title": "Luxury Spa Robe - 5-Star Hotel Microfiber and Terry Bathrobe for Women and Men | Full Length | Petite to Plus Size | Aqua, X-Small", "asin": "B000EVFKJQ", "price": "$125.00", "quantity": ""},
{"title": "NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Small, White", "asin": "B075S848Y3", "price": "$14.99", "quantity": ""},
{"title": "PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, L/XL)", "asin": "B0DD2XMSTN", "price": "$29.99", "quantity": ""},
{"title": "Richie House Women's Plush Soft Warm Fleece Bathrobe RH1591-D-S", "asin": "B00XKDBD6O", "price": "$39.99", "quantity": ""},
{"title": "Inner Wish Women Hooded Plush Robe, Fleece Cozy Warm Bathrobe Fuzzy Female Spa Robe With Pockets Spa Bathrobe,BLACK+BURGUNDY, S/M", "asin": "B0CBZG3FF5", "price": "$18.99", "quantity": ""},
{"title": "Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Grey, XL)", "asin": "B0CCJ6HHY5", "price": "$39.99", "quantity": ""},
{"title": "Turquaz Plush Robes For Women, Soft Warm Fleece Bathrobe for Women, Long Comfy Women's Robe", "asin": "B081BG32WG", "price": "$44.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:46:04.858Z", // 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": 2645,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B08KLHJHZV\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Coral\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Luxury Spa Robe - 5-Star Hotel Microfiber and Terry Bathrobe for Women and Men | Full Length | Petite to Plus Size | Aqua, X-Small\", \"asin\": \"B000EVFKJQ\", \"price\": \"$125.00\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Small, White\", \"asin\": \"B075S848Y3\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD2XMSTN\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Richie House Women's Plush Soft Warm Fleece Bathrobe RH1591-D-S\", \"asin\": \"B00XKDBD6O\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Women Hooded Plush Robe, Fleece Cozy Warm Bathrobe Fuzzy Female Spa Robe With Pockets Spa Bathrobe,BLACK+BURGUNDY, S/M\", \"asin\": \"B0CBZG3FF5\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Grey, XL)\", \"asin\": \"B0CCJ6HHY5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Turquaz Plush Robes For Women, Soft Warm Fleece Bathrobe for Women, Long Comfy Women's Robe\", \"asin\": \"B081BG32WG\", \"price\": \"$44.99\", \"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\": \"2025-04-16T05:46:04.858Z\", // 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$29.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B09TRNG1XY\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Dark Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Taupe\", \"asin\": \"B07N2X3ZNY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Large/X-Large, Burgundy and Black\", \"asin\": \"B08KJ3Z1PR\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Arus Womens Classic Long Hooded Full Length Turkish Cotton Ankle Length Bath Robe Plum, X-Small\", \"asin\": \"B084HHYNTY\", \"price\": \"$51.99\", \"quantity\": \"\"},\n {\"title\": \"Arus Women's Princess Robe Ankle Long Hooded Lightweight Turkish Cotton Bathrobe Plum Small\", \"asin\": \"B07LB6NH9W\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Wine Red Large\", \"asin\": \"B07HRJJJJT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Green, XL)\", \"asin\": \"B0CMWQSTYR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (XL, Coffee Grid- Shu Velveteen)\", \"asin\": \"B0932DFB1M\", \"price\": \"$48.99\", \"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\": \"2025-04-16T05:46:17.727Z\", // 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
|
2025-04-16T05:46:17.727Z
|
click
|
product_option
|
rule
|
2025-04-16T05:46:17.727Z
|
train
| 2,646 |
2025-04-16T05:46:17.727Z
|
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": "2025-04-16T05:44:02.311Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:44:02.359Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T05:44:10.343Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:45:55.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:01.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:04.858Z", "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": "robe"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe"
},
{
"price": "$29.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B09TRNG1XY"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "X-Large (Pack of 1)"
},
{
"Color": "Dark Grey"
}
],
"promotion_items": [
{"title": "NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Taupe", "asin": "B07N2X3ZNY", "price": "$14.99", "quantity": ""},
{"title": "NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Large/X-Large, Burgundy and Black", "asin": "B08KJ3Z1PR", "price": "$26.99", "quantity": ""},
{"title": "Arus Womens Classic Long Hooded Full Length Turkish Cotton Ankle Length Bath Robe Plum, X-Small", "asin": "B084HHYNTY", "price": "$51.99", "quantity": ""},
{"title": "Arus Women's Princess Robe Ankle Long Hooded Lightweight Turkish Cotton Bathrobe Plum Small", "asin": "B07LB6NH9W", "price": "$49.99", "quantity": ""},
{"title": "Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Wine Red Large", "asin": "B07HRJJJJT", "price": "$39.98", "quantity": ""},
{"title": "Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Green, XL)", "asin": "B0CMWQSTYR", "price": "$39.99", "quantity": ""},
{"title": "DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (XL, Coffee Grid- Shu Velveteen)", "asin": "B0932DFB1M", "price": "$48.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:46:17.727Z", // 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": 2646,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$29.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B09TRNG1XY\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Dark Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Taupe\", \"asin\": \"B07N2X3ZNY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Large/X-Large, Burgundy and Black\", \"asin\": \"B08KJ3Z1PR\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Arus Womens Classic Long Hooded Full Length Turkish Cotton Ankle Length Bath Robe Plum, X-Small\", \"asin\": \"B084HHYNTY\", \"price\": \"$51.99\", \"quantity\": \"\"},\n {\"title\": \"Arus Women's Princess Robe Ankle Long Hooded Lightweight Turkish Cotton Bathrobe Plum Small\", \"asin\": \"B07LB6NH9W\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Wine Red Large\", \"asin\": \"B07HRJJJJT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Green, XL)\", \"asin\": \"B0CMWQSTYR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (XL, Coffee Grid- Shu Velveteen)\", \"asin\": \"B0932DFB1M\", \"price\": \"$48.99\", \"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\": \"2025-04-16T05:46:17.727Z\", // 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$29.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B09TRNG1XY\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Green\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Taupe\", \"asin\": \"B07N2X3ZNY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Large/X-Large, Burgundy and Black\", \"asin\": \"B08KJ3Z1PR\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Arus Womens Classic Long Hooded Full Length Turkish Cotton Ankle Length Bath Robe Plum, X-Small\", \"asin\": \"B084HHYNTY\", \"price\": \"$51.99\", \"quantity\": \"\"},\n {\"title\": \"Arus Women's Princess Robe Ankle Long Hooded Lightweight Turkish Cotton Bathrobe Plum Small\", \"asin\": \"B07LB6NH9W\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Wine Red Large\", \"asin\": \"B07HRJJJJT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Green, XL)\", \"asin\": \"B0CMWQSTYR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (XL, Coffee Grid- Shu Velveteen)\", \"asin\": \"B0932DFB1M\", \"price\": \"$48.99\", \"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\": \"2025-04-16T05:46:19.022Z\", // 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
|
2025-04-16T05:46:19.022Z
|
click
|
product_option
|
rule
|
2025-04-16T05:46:19.022Z
|
train
| 2,647 |
2025-04-16T05:46:19.022Z
|
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": "2025-04-16T05:44:02.311Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:44:02.359Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T05:44:10.343Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:45:55.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:01.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:04.858Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:17.727Z", "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": "robe"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe"
},
{
"price": "$29.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B09TRNG1XY"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "X-Large (Pack of 1)"
},
{
"Color": "Green"
}
],
"promotion_items": [
{"title": "NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Taupe", "asin": "B07N2X3ZNY", "price": "$14.99", "quantity": ""},
{"title": "NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Large/X-Large, Burgundy and Black", "asin": "B08KJ3Z1PR", "price": "$26.99", "quantity": ""},
{"title": "Arus Womens Classic Long Hooded Full Length Turkish Cotton Ankle Length Bath Robe Plum, X-Small", "asin": "B084HHYNTY", "price": "$51.99", "quantity": ""},
{"title": "Arus Women's Princess Robe Ankle Long Hooded Lightweight Turkish Cotton Bathrobe Plum Small", "asin": "B07LB6NH9W", "price": "$49.99", "quantity": ""},
{"title": "Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Wine Red Large", "asin": "B07HRJJJJT", "price": "$39.98", "quantity": ""},
{"title": "Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Green, XL)", "asin": "B0CMWQSTYR", "price": "$39.99", "quantity": ""},
{"title": "DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (XL, Coffee Grid- Shu Velveteen)", "asin": "B0932DFB1M", "price": "$48.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:46:19.022Z", // 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": 2647,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$29.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B09TRNG1XY\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Green\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Taupe\", \"asin\": \"B07N2X3ZNY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Large/X-Large, Burgundy and Black\", \"asin\": \"B08KJ3Z1PR\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Arus Womens Classic Long Hooded Full Length Turkish Cotton Ankle Length Bath Robe Plum, X-Small\", \"asin\": \"B084HHYNTY\", \"price\": \"$51.99\", \"quantity\": \"\"},\n {\"title\": \"Arus Women's Princess Robe Ankle Long Hooded Lightweight Turkish Cotton Bathrobe Plum Small\", \"asin\": \"B07LB6NH9W\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Wine Red Large\", \"asin\": \"B07HRJJJJT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Green, XL)\", \"asin\": \"B0CMWQSTYR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (XL, Coffee Grid- Shu Velveteen)\", \"asin\": \"B0932DFB1M\", \"price\": \"$48.99\", \"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\": \"2025-04-16T05:46:19.022Z\", // 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:19.022Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0BCKY7LTJ\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Lavender\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Taupe\", \"asin\": \"B07N2X3ZNY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Large/X-Large, Burgundy and Black\", \"asin\": \"B08KJ3Z1PR\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Arus Womens Classic Long Hooded Full Length Turkish Cotton Ankle Length Bath Robe Plum, X-Small\", \"asin\": \"B084HHYNTY\", \"price\": \"$51.99\", \"quantity\": \"\"},\n {\"title\": \"Arus Women's Princess Robe Ankle Long Hooded Lightweight Turkish Cotton Bathrobe Plum Small\", \"asin\": \"B07LB6NH9W\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Wine Red Large\", \"asin\": \"B07HRJJJJT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Green, XL)\", \"asin\": \"B0CMWQSTYR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (XL, Coffee Grid- Shu Velveteen)\", \"asin\": \"B0932DFB1M\", \"price\": \"$48.99\", \"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\": \"2025-04-16T05:46:21.022Z\", // 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
|
2025-04-16T05:46:21.022Z
|
click
|
product_option
|
rule
|
2025-04-16T05:46:21.022Z
|
train
| 2,648 |
2025-04-16T05:46:21.022Z
|
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": "2025-04-16T05:44:02.311Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:44:02.359Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T05:44:10.343Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:45:55.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:01.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:04.858Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:17.727Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:19.022Z", "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": "robe"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe"
},
{
"price": "$17.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B0BCKY7LTJ"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "X-Large (Pack of 1)"
},
{
"Color": "Lavender"
}
],
"promotion_items": [
{"title": "NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Taupe", "asin": "B07N2X3ZNY", "price": "$14.99", "quantity": ""},
{"title": "NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Large/X-Large, Burgundy and Black", "asin": "B08KJ3Z1PR", "price": "$26.99", "quantity": ""},
{"title": "Arus Womens Classic Long Hooded Full Length Turkish Cotton Ankle Length Bath Robe Plum, X-Small", "asin": "B084HHYNTY", "price": "$51.99", "quantity": ""},
{"title": "Arus Women's Princess Robe Ankle Long Hooded Lightweight Turkish Cotton Bathrobe Plum Small", "asin": "B07LB6NH9W", "price": "$49.99", "quantity": ""},
{"title": "Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Wine Red Large", "asin": "B07HRJJJJT", "price": "$39.98", "quantity": ""},
{"title": "Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Green, XL)", "asin": "B0CMWQSTYR", "price": "$39.99", "quantity": ""},
{"title": "DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (XL, Coffee Grid- Shu Velveteen)", "asin": "B0932DFB1M", "price": "$48.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:46:21.022Z", // 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": 2648,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:19.022Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0BCKY7LTJ\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Lavender\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Taupe\", \"asin\": \"B07N2X3ZNY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Large/X-Large, Burgundy and Black\", \"asin\": \"B08KJ3Z1PR\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Arus Womens Classic Long Hooded Full Length Turkish Cotton Ankle Length Bath Robe Plum, X-Small\", \"asin\": \"B084HHYNTY\", \"price\": \"$51.99\", \"quantity\": \"\"},\n {\"title\": \"Arus Women's Princess Robe Ankle Long Hooded Lightweight Turkish Cotton Bathrobe Plum Small\", \"asin\": \"B07LB6NH9W\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Wine Red Large\", \"asin\": \"B07HRJJJJT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Green, XL)\", \"asin\": \"B0CMWQSTYR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (XL, Coffee Grid- Shu Velveteen)\", \"asin\": \"B0932DFB1M\", \"price\": \"$48.99\", \"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\": \"2025-04-16T05:46:21.022Z\", // 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:19.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:21.022Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$27.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM99J2P2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Steel Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Green, XL)\", \"asin\": \"B0CMWQSTYR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (XL, Coffee Grid- Shu Velveteen)\", \"asin\": \"B0932DFB1M\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Amorbella Hooded Robes for Women Fluffy Plush Bathrobe Long Robe with Pockets(Olive, XL)\", \"asin\": \"B0DDPW8VDQ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Arus Women's Princess Robe Ankle Long Hooded Lightweight Turkish Cotton Bathrobe Plum Small\", \"asin\": \"B07LB6NH9W\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Purple Large\", \"asin\": \"B09F69BNH1\", \"price\": \"$32.98\", \"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\": \"2025-04-16T05:46:22.544Z\", // 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
|
2025-04-16T05:46:22.544Z
|
click
|
product_option
|
rule
|
2025-04-16T05:46:22.544Z
|
train
| 2,649 |
2025-04-16T05:46:22.544Z
|
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": "2025-04-16T05:44:02.311Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:44:02.359Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T05:44:10.343Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:45:55.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:01.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:04.858Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:17.727Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:19.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:21.022Z", "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": "robe"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe"
},
{
"price": "$27.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B0DM99J2P2"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "X-Large (Pack of 1)"
},
{
"Color": "Steel Grey"
}
],
"promotion_items": [
{"title": "NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey", "asin": "B07QK8W4S7", "price": "$14.99", "quantity": ""},
{"title": "Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Green, XL)", "asin": "B0CMWQSTYR", "price": "$39.99", "quantity": ""},
{"title": "Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large", "asin": "B0814VKBMW", "price": "$39.98", "quantity": ""},
{"title": "DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (XL, Coffee Grid- Shu Velveteen)", "asin": "B0932DFB1M", "price": "$48.99", "quantity": ""},
{"title": "Amorbella Hooded Robes for Women Fluffy Plush Bathrobe Long Robe with Pockets(Olive, XL)", "asin": "B0DDPW8VDQ", "price": "$28.99", "quantity": ""},
{"title": "Arus Women's Princess Robe Ankle Long Hooded Lightweight Turkish Cotton Bathrobe Plum Small", "asin": "B07LB6NH9W", "price": "$49.99", "quantity": ""},
{"title": "Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Purple Large", "asin": "B09F69BNH1", "price": "$32.98", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:46:22.544Z", // 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": 2649,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:19.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:21.022Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$27.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM99J2P2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Steel Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Green, XL)\", \"asin\": \"B0CMWQSTYR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (XL, Coffee Grid- Shu Velveteen)\", \"asin\": \"B0932DFB1M\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Amorbella Hooded Robes for Women Fluffy Plush Bathrobe Long Robe with Pockets(Olive, XL)\", \"asin\": \"B0DDPW8VDQ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Arus Women's Princess Robe Ankle Long Hooded Lightweight Turkish Cotton Bathrobe Plum Small\", \"asin\": \"B07LB6NH9W\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Purple Large\", \"asin\": \"B09F69BNH1\", \"price\": \"$32.98\", \"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\": \"2025-04-16T05:46:22.544Z\", // 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:19.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:21.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:22.544Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$27.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM99J2P2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Light Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Green, XL)\", \"asin\": \"B0CMWQSTYR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (XL, Coffee Grid- Shu Velveteen)\", \"asin\": \"B0932DFB1M\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Amorbella Hooded Robes for Women Fluffy Plush Bathrobe Long Robe with Pockets(Olive, XL)\", \"asin\": \"B0DDPW8VDQ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Arus Women's Princess Robe Ankle Long Hooded Lightweight Turkish Cotton Bathrobe Plum Small\", \"asin\": \"B07LB6NH9W\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Purple Large\", \"asin\": \"B09F69BNH1\", \"price\": \"$32.98\", \"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\": \"2025-04-16T05:46:23.621Z\", // 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
|
2025-04-16T05:46:23.621Z
|
click
|
product_option
|
rule
|
2025-04-16T05:46:23.621Z
|
train
| 2,650 |
2025-04-16T05:46:23.621Z
|
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": "2025-04-16T05:44:02.311Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:44:02.359Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T05:44:10.343Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:45:55.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:01.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:04.858Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:17.727Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:19.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:21.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:22.544Z", "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": "robe"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe"
},
{
"price": "$27.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B0DM99J2P2"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "X-Large (Pack of 1)"
},
{
"Color": "Light Blue"
}
],
"promotion_items": [
{"title": "NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey", "asin": "B07QK8W4S7", "price": "$14.99", "quantity": ""},
{"title": "Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Green, XL)", "asin": "B0CMWQSTYR", "price": "$39.99", "quantity": ""},
{"title": "Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large", "asin": "B0814VKBMW", "price": "$39.98", "quantity": ""},
{"title": "DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (XL, Coffee Grid- Shu Velveteen)", "asin": "B0932DFB1M", "price": "$48.99", "quantity": ""},
{"title": "Amorbella Hooded Robes for Women Fluffy Plush Bathrobe Long Robe with Pockets(Olive, XL)", "asin": "B0DDPW8VDQ", "price": "$28.99", "quantity": ""},
{"title": "Arus Women's Princess Robe Ankle Long Hooded Lightweight Turkish Cotton Bathrobe Plum Small", "asin": "B07LB6NH9W", "price": "$49.99", "quantity": ""},
{"title": "Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Purple Large", "asin": "B09F69BNH1", "price": "$32.98", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:46:23.621Z", // 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</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 2650,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:19.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:21.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:22.544Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$27.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM99J2P2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Light Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Green, XL)\", \"asin\": \"B0CMWQSTYR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (XL, Coffee Grid- Shu Velveteen)\", \"asin\": \"B0932DFB1M\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Amorbella Hooded Robes for Women Fluffy Plush Bathrobe Long Robe with Pockets(Olive, XL)\", \"asin\": \"B0DDPW8VDQ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Arus Women's Princess Robe Ankle Long Hooded Lightweight Turkish Cotton Bathrobe Plum Small\", \"asin\": \"B07LB6NH9W\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Purple Large\", \"asin\": \"B09F69BNH1\", \"price\": \"$32.98\", \"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\": \"2025-04-16T05:46:23.621Z\", // 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:19.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:21.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:22.544Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:23.621Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$27.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM96QD9K\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Light Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"PAVILIA Women Hooded Plush Soft Robe | Fluffy Warm Fleece Sherpa Shaggy Bathrobe (L/XL, Turquoise Blue)\", \"asin\": \"B0BRTK1V1C\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"PAVILIA Light Blue Women Robe with Hood, Fleece Lightweight Soft Long Hooded Robe for Women, Plush Fuzzy Cozy Warm Bathrobe Shower Spa House, S/M\", \"asin\": \"B0DX4LCHMF\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"MH MYLUNE HOME Ultra Soft Robe with Pockets, Soft Spa Bathrobe Loungewear Calf-Length, Plush Robe for Women Fuzzy, Wrap Robe, Hooded Leopard Gray\", \"asin\": \"B0DCF88PZR\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"PAVILIA Teal Blue Women Robe Fleece Plush Soft, Fluffy Fuzzy Cozy Warm Lightweight Bathrobe, Shower Spa House Long Robe for Women, L/XL\", \"asin\": \"B0CPN45SSF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)\", \"asin\": \"B0DD3DYQD8\", \"price\": \"$29.99\", \"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\": \"2025-04-16T05:46:26.264Z\", // 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
|
2025-04-16T05:46:26.264Z
|
click
|
product_option
|
rule
|
2025-04-16T05:46:26.264Z
|
train
| 2,651 |
2025-04-16T05:46:26.264Z
|
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": "2025-04-16T05:44:02.311Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:44:02.359Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T05:44:10.343Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:45:55.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:01.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:04.858Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:17.727Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:19.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:21.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:22.544Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:23.621Z", "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": "robe"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe"
},
{
"price": "$27.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B0DM96QD9K"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "X-Large (Pack of 1)"
},
{
"Color": "Light Grey"
}
],
"promotion_items": [
{"title": "Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)", "asin": "B0CCJ4SVBD", "price": "$39.99", "quantity": ""},
{"title": "PAVILIA Women Hooded Plush Soft Robe | Fluffy Warm Fleece Sherpa Shaggy Bathrobe (L/XL, Turquoise Blue)", "asin": "B0BRTK1V1C", "price": "$26.99", "quantity": ""},
{"title": "PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)", "asin": "B0DD3K8HYQ", "price": "$24.98", "quantity": ""},
{"title": "PAVILIA Light Blue Women Robe with Hood, Fleece Lightweight Soft Long Hooded Robe for Women, Plush Fuzzy Cozy Warm Bathrobe Shower Spa House, S/M", "asin": "B0DX4LCHMF", "price": "$17.99", "quantity": ""},
{"title": "MH MYLUNE HOME Ultra Soft Robe with Pockets, Soft Spa Bathrobe Loungewear Calf-Length, Plush Robe for Women Fuzzy, Wrap Robe, Hooded Leopard Gray", "asin": "B0DCF88PZR", "price": "$49.99", "quantity": ""},
{"title": "PAVILIA Teal Blue Women Robe Fleece Plush Soft, Fluffy Fuzzy Cozy Warm Lightweight Bathrobe, Shower Spa House Long Robe for Women, L/XL", "asin": "B0CPN45SSF", "price": "$19.99", "quantity": ""},
{"title": "PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)", "asin": "B0DD3DYQD8", "price": "$29.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:46:26.264Z", // 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": 2651,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:19.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:21.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:22.544Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:23.621Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$27.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM96QD9K\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Light Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"PAVILIA Women Hooded Plush Soft Robe | Fluffy Warm Fleece Sherpa Shaggy Bathrobe (L/XL, Turquoise Blue)\", \"asin\": \"B0BRTK1V1C\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"PAVILIA Light Blue Women Robe with Hood, Fleece Lightweight Soft Long Hooded Robe for Women, Plush Fuzzy Cozy Warm Bathrobe Shower Spa House, S/M\", \"asin\": \"B0DX4LCHMF\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"MH MYLUNE HOME Ultra Soft Robe with Pockets, Soft Spa Bathrobe Loungewear Calf-Length, Plush Robe for Women Fuzzy, Wrap Robe, Hooded Leopard Gray\", \"asin\": \"B0DCF88PZR\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"PAVILIA Teal Blue Women Robe Fleece Plush Soft, Fluffy Fuzzy Cozy Warm Lightweight Bathrobe, Shower Spa House Long Robe for Women, L/XL\", \"asin\": \"B0CPN45SSF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)\", \"asin\": \"B0DD3DYQD8\", \"price\": \"$29.99\", \"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\": \"2025-04-16T05:46:26.264Z\", // 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:19.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:21.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:22.544Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:23.621Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:26.264Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$28.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM95BHX4\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Medium (Pack of 1)\"\n},\n {\n \"Color\": \"Light Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"TowelSelections Women's Plush Robe, Fleece Shawl Collar Spa Bathrobe Large Deep Wine-Hearts\", \"asin\": \"B081TJZYSZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Womens Long Robe Soft Warm Fleece Plush Bathrobe Ladies Sleepwear Pajamas Housecoat Nightgown Gray Small-Medium\", \"asin\": \"B019F7AJKE\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"36-Inch Women's Plush Robe with Tie Waistband and Pockets - Cozy Bath Robes for Women\", \"asin\": \"B0CFWVKBZ6\", \"price\": \"$34.98\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Light Gray X-Large\", \"asin\": \"B07TTGL2GY\", \"price\": \"$32.98\", \"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\": \"2025-04-16T05:46:33.687Z\", // 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
|
2025-04-16T05:46:33.687Z
|
click
|
product_option
|
rule
|
2025-04-16T05:46:33.687Z
|
train
| 2,652 |
2025-04-16T05:46:33.687Z
|
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": "2025-04-16T05:44:02.311Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:44:02.359Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T05:44:10.343Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:45:55.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:01.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:04.858Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:17.727Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:19.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:21.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:22.544Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:23.621Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:26.264Z", "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": "robe"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe"
},
{
"price": "$28.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B0DM95BHX4"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Medium (Pack of 1)"
},
{
"Color": "Light Grey"
}
],
"promotion_items": [
{"title": "NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey", "asin": "B07QK8W4S7", "price": "$14.99", "quantity": ""},
{"title": "Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large", "asin": "B0814VKBMW", "price": "$39.98", "quantity": ""},
{"title": "Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)", "asin": "B0CCJ4SVBD", "price": "$39.99", "quantity": ""},
{"title": "TowelSelections Women's Plush Robe, Fleece Shawl Collar Spa Bathrobe Large Deep Wine-Hearts", "asin": "B081TJZYSZ", "price": "$33.99", "quantity": ""},
{"title": "Hellomamma Womens Long Robe Soft Warm Fleece Plush Bathrobe Ladies Sleepwear Pajamas Housecoat Nightgown Gray Small-Medium", "asin": "B019F7AJKE", "price": "$35.98", "quantity": ""},
{"title": "36-Inch Women's Plush Robe with Tie Waistband and Pockets - Cozy Bath Robes for Women", "asin": "B0CFWVKBZ6", "price": "$34.98", "quantity": ""},
{"title": "Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Light Gray X-Large", "asin": "B07TTGL2GY", "price": "$32.98", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:46:33.687Z", // 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": 2652,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:19.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:21.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:22.544Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:23.621Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:26.264Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$28.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM95BHX4\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Medium (Pack of 1)\"\n},\n {\n \"Color\": \"Light Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"TowelSelections Women's Plush Robe, Fleece Shawl Collar Spa Bathrobe Large Deep Wine-Hearts\", \"asin\": \"B081TJZYSZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Womens Long Robe Soft Warm Fleece Plush Bathrobe Ladies Sleepwear Pajamas Housecoat Nightgown Gray Small-Medium\", \"asin\": \"B019F7AJKE\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"36-Inch Women's Plush Robe with Tie Waistband and Pockets - Cozy Bath Robes for Women\", \"asin\": \"B0CFWVKBZ6\", \"price\": \"$34.98\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Light Gray X-Large\", \"asin\": \"B07TTGL2GY\", \"price\": \"$32.98\", \"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\": \"2025-04-16T05:46:33.687Z\", // 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:19.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:21.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:22.544Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:23.621Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:26.264Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:33.687Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Medium (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM97MN9F\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Large (Pack of 1)\"\n},\n {\n \"Color\": \"Light Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Small/Medium, Burgundy and Black\", \"asin\": \"B08KJJN3XK\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)\", \"asin\": \"B0DD3DYQD8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Purple Large\", \"asin\": \"B09F69BNH1\", \"price\": \"$32.98\", \"quantity\": \"\"},\n {\"title\": \"HEARTNICE Womens Hooded Fleece Robe, Soft Plush Bathrobe for Womens, Fluffy Cute Long House Coat (Violet Hooded, 2XL/3XL)\", \"asin\": \"B07GSV1CSX\", \"price\": \"$32.99\", \"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\": \"2025-04-16T05:47:24.663Z\", // 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
|
2025-04-16T05:47:24.663Z
|
click
|
product_option
|
rule
|
2025-04-16T05:47:24.663Z
|
train
| 2,653 |
2025-04-16T05:47:24.663Z
|
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": "2025-04-16T05:44:02.311Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:44:02.359Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T05:44:10.343Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:45:55.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:01.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:04.858Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:17.727Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:19.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:21.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:22.544Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:23.621Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:26.264Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:33.687Z", "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": "robe"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe"
},
{
"price": "$17.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'Medium (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B0DM97MN9F"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Large (Pack of 1)"
},
{
"Color": "Light Grey"
}
],
"promotion_items": [
{"title": "NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Small/Medium, Burgundy and Black", "asin": "B08KJJN3XK", "price": "$19.99", "quantity": ""},
{"title": "Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large", "asin": "B0814VKBMW", "price": "$39.98", "quantity": ""},
{"title": "PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)", "asin": "B0DD3K8HYQ", "price": "$24.98", "quantity": ""},
{"title": "PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)", "asin": "B0DD3DYQD8", "price": "$29.99", "quantity": ""},
{"title": "Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)", "asin": "B0CCJ4SVBD", "price": "$39.99", "quantity": ""},
{"title": "Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Purple Large", "asin": "B09F69BNH1", "price": "$32.98", "quantity": ""},
{"title": "HEARTNICE Womens Hooded Fleece Robe, Soft Plush Bathrobe for Womens, Fluffy Cute Long House Coat (Violet Hooded, 2XL/3XL)", "asin": "B07GSV1CSX", "price": "$32.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:47:24.663Z", // 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": 2653,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:19.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:21.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:22.544Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:23.621Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:26.264Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:33.687Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Medium (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM97MN9F\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Large (Pack of 1)\"\n},\n {\n \"Color\": \"Light Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Small/Medium, Burgundy and Black\", \"asin\": \"B08KJJN3XK\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)\", \"asin\": \"B0DD3DYQD8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Women's Fleece Robes, Long Winter Warm Soft Plush Bathrobes for Women, Fluffy Comfy House Coat Purple Large\", \"asin\": \"B09F69BNH1\", \"price\": \"$32.98\", \"quantity\": \"\"},\n {\"title\": \"HEARTNICE Womens Hooded Fleece Robe, Soft Plush Bathrobe for Womens, Fluffy Cute Long House Coat (Violet Hooded, 2XL/3XL)\", \"asin\": \"B07GSV1CSX\", \"price\": \"$32.99\", \"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\": \"2025-04-16T05:47:24.663Z\", // 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:19.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:21.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:22.544Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:23.621Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:26.264Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:33.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:47:24.663Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM98VFF8\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Large (Pack of 1)\"\n},\n {\n \"Color\": \"Light Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Small/Medium, Black\", \"asin\": \"B07N2V7VDM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)\", \"asin\": \"B0DD3DYQD8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"HEARTNICE Womens Hooded Fleece Robe, Soft Plush Bathrobe for Womens, Fluffy Cute Long House Coat (Violet Hooded, 2XL/3XL)\", \"asin\": \"B07GSV1CSX\", \"price\": \"$32.99\", \"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\": \"2025-04-16T05:48:32.956Z\", // 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
|
2025-04-16T05:48:32.956Z
|
click
|
review
|
rule
|
2025-04-16T05:48:32.956Z
|
train
| 2,654 |
2025-04-16T05:48:32.956Z
|
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": "2025-04-16T05:44:02.311Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:44:02.359Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T05:44:10.343Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:45:55.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:01.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:04.858Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:17.727Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:19.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:21.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:22.544Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:23.621Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:26.264Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:33.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:47:24.663Z", "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": "robe"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe"
},
{
"price": "$17.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B0DM98VFF8"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Large (Pack of 1)"
},
{
"Color": "Light Grey"
}
],
"promotion_items": [
{"title": "NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey", "asin": "B07QK8W4S7", "price": "$14.99", "quantity": ""},
{"title": "NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Small/Medium, Black", "asin": "B07N2V7VDM", "price": "$18.99", "quantity": ""},
{"title": "Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large", "asin": "B0814VKBMW", "price": "$39.98", "quantity": ""},
{"title": "Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)", "asin": "B0CCJ4SVBD", "price": "$39.99", "quantity": ""},
{"title": "PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)", "asin": "B0DD3DYQD8", "price": "$29.99", "quantity": ""},
{"title": "PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)", "asin": "B0DD3K8HYQ", "price": "$24.98", "quantity": ""},
{"title": "HEARTNICE Womens Hooded Fleece Robe, Soft Plush Bathrobe for Womens, Fluffy Cute Long House Coat (Violet Hooded, 2XL/3XL)", "asin": "B07GSV1CSX", "price": "$32.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:48:32.956Z", // 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": 2654,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:19.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:21.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:22.544Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:23.621Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:26.264Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:33.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:47:24.663Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM98VFF8\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Large (Pack of 1)\"\n},\n {\n \"Color\": \"Light Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Small/Medium, Black\", \"asin\": \"B07N2V7VDM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)\", \"asin\": \"B0DD3DYQD8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"HEARTNICE Womens Hooded Fleece Robe, Soft Plush Bathrobe for Womens, Fluffy Cute Long House Coat (Violet Hooded, 2XL/3XL)\", \"asin\": \"B07GSV1CSX\", \"price\": \"$32.99\", \"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\": \"2025-04-16T05:48:32.956Z\", // 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:19.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:21.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:22.544Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:23.621Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:26.264Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:33.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:47:24.663Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:48:32.956Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM98VFF8\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Large (Pack of 1)\"\n},\n {\n \"Color\": \"Light Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Small/Medium, Black\", \"asin\": \"B07N2V7VDM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)\", \"asin\": \"B0DD3DYQD8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"HEARTNICE Womens Hooded Fleece Robe, Soft Plush Bathrobe for Womens, Fluffy Cute Long House Coat (Violet Hooded, 2XL/3XL)\", \"asin\": \"B07GSV1CSX\", \"price\": \"$32.99\", \"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\": \"2025-04-16T05:48:36.238Z\", // 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
|
2025-04-16T05:48:36.238Z
|
purchase
|
B0DM98VFF8
|
rule
|
2025-04-16T05:48:36.238Z
|
train
| 2,655 |
2025-04-16T05:48:36.238Z
|
purchase
|
B0DM98VFF8
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-16T05:44:02.311Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:44:02.359Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T05:44:10.343Z", "action": "input", "action_argument": "robe"}
{"timestamp": "2025-04-16T05:45:55.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:01.178Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:04.858Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:17.727Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:19.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:21.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:22.544Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:23.621Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:26.264Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:46:33.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:47:24.663Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:48:32.956Z", "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": "robe"
}
],
"cart_items": [
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe"
},
{
"price": "$17.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B0DM98VFF8"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Large (Pack of 1)"
},
{
"Color": "Light Grey"
}
],
"promotion_items": [
{"title": "NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey", "asin": "B07QK8W4S7", "price": "$14.99", "quantity": ""},
{"title": "NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Small/Medium, Black", "asin": "B07N2V7VDM", "price": "$18.99", "quantity": ""},
{"title": "Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large", "asin": "B0814VKBMW", "price": "$39.98", "quantity": ""},
{"title": "Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)", "asin": "B0CCJ4SVBD", "price": "$39.99", "quantity": ""},
{"title": "PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)", "asin": "B0DD3DYQD8", "price": "$29.99", "quantity": ""},
{"title": "PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)", "asin": "B0DD3K8HYQ", "price": "$24.98", "quantity": ""},
{"title": "HEARTNICE Womens Hooded Fleece Robe, Soft Plush Bathrobe for Womens, Fluffy Cute Long House Coat (Violet Hooded, 2XL/3XL)", "asin": "B07GSV1CSX", "price": "$32.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:48:36.238Z", // 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>B0DM98VFF8</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0DM98VFF8</answer_argument>",
"index": 2655,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:44:02.311Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:44:02.359Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:44:10.343Z\", \"action\": \"input\", \"action_argument\": \"robe\"}\n{\"timestamp\": \"2025-04-16T05:45:55.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:01.178Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:04.858Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:17.727Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:19.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:21.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:22.544Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:23.621Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:26.264Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:46:33.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:47:24.663Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:48:32.956Z\", \"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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM98VFF8\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Large (Pack of 1)\"\n},\n {\n \"Color\": \"Light Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Small/Medium, Black\", \"asin\": \"B07N2V7VDM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)\", \"asin\": \"B0DD3DYQD8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"HEARTNICE Womens Hooded Fleece Robe, Soft Plush Bathrobe for Womens, Fluffy Cute Long House Coat (Violet Hooded, 2XL/3XL)\", \"asin\": \"B07GSV1CSX\", \"price\": \"$32.99\", \"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\": \"2025-04-16T05:48:36.238Z\", // 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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM98VFF8\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Large (Pack of 1)\"\n},\n {\n \"Color\": \"Light Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Small/Medium, Black\", \"asin\": \"B07N2V7VDM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)\", \"asin\": \"B0DD3DYQD8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"HEARTNICE Womens Hooded Fleece Robe, Soft Plush Bathrobe for Womens, Fluffy Cute Long House Coat (Violet Hooded, 2XL/3XL)\", \"asin\": \"B07GSV1CSX\", \"price\": \"$32.99\", \"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\": \"2025-04-16T05:48:55.606Z\", // 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
|
2025-04-16T05:48:55.606Z
|
input
|
robe
|
rule
|
2025-04-16T05:48:55.606Z
|
train
| 2,656 |
2025-04-16T05:48:55.606Z
|
input
|
robe
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "robe"
}
],
"cart_items": [
{"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey", "asin": "B0DM98VFF8", "price": "$17.99", "quantity": "1"},
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe"
},
{
"price": "$17.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B0DM98VFF8"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Large (Pack of 1)"
},
{
"Color": "Light Grey"
}
],
"promotion_items": [
{"title": "NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey", "asin": "B07QK8W4S7", "price": "$14.99", "quantity": ""},
{"title": "NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Small/Medium, Black", "asin": "B07N2V7VDM", "price": "$18.99", "quantity": ""},
{"title": "PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)", "asin": "B0DD3DYQD8", "price": "$29.99", "quantity": ""},
{"title": "Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)", "asin": "B0CCJ4SVBD", "price": "$39.99", "quantity": ""},
{"title": "Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large", "asin": "B0814VKBMW", "price": "$39.98", "quantity": ""},
{"title": "PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)", "asin": "B0DD3K8HYQ", "price": "$24.98", "quantity": ""},
{"title": "HEARTNICE Womens Hooded Fleece Robe, Soft Plush Bathrobe for Womens, Fluffy Cute Long House Coat (Violet Hooded, 2XL/3XL)", "asin": "B07GSV1CSX", "price": "$32.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:48:55.606Z", // 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>robe </answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>robe </answer_argument>",
"index": 2656,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"robe\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM98VFF8\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Large (Pack of 1)\"\n},\n {\n \"Color\": \"Light Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Small/Medium, Black\", \"asin\": \"B07N2V7VDM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)\", \"asin\": \"B0DD3DYQD8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"HEARTNICE Womens Hooded Fleece Robe, Soft Plush Bathrobe for Womens, Fluffy Cute Long House Coat (Violet Hooded, 2XL/3XL)\", \"asin\": \"B07GSV1CSX\", \"price\": \"$32.99\", \"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\": \"2025-04-16T05:48:55.606Z\", // 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\": \"2025-04-16T05:48:55.606Z\", \"action\": \"input\", \"action_argument\": \"robe \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"robe \"\n}\n ],\n \"cart_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM98VFF8\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Large (Pack of 1)\"\n},\n {\n \"Color\": \"Light Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Small/Medium, Black\", \"asin\": \"B07N2V7VDM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)\", \"asin\": \"B0DD3DYQD8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"HEARTNICE Womens Hooded Fleece Robe, Soft Plush Bathrobe for Womens, Fluffy Cute Long House Coat (Violet Hooded, 2XL/3XL)\", \"asin\": \"B07GSV1CSX\", \"price\": \"$32.99\", \"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\": \"2025-04-16T05:48:55.664Z\", // 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
|
2025-04-16T05:48:55.664Z
|
click
|
suggested_term
|
rule
|
2025-04-16T05:48:55.664Z
|
train
| 2,657 |
2025-04-16T05:48:55.664Z
|
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": "2025-04-16T05:48:55.606Z", "action": "input", "action_argument": "robe "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "robe "
}
],
"cart_items": [
{"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey", "asin": "B0DM98VFF8", "price": "$17.99", "quantity": "1"},
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe"
},
{
"price": "$17.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B0DM98VFF8"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Large (Pack of 1)"
},
{
"Color": "Light Grey"
}
],
"promotion_items": [
{"title": "NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey", "asin": "B07QK8W4S7", "price": "$14.99", "quantity": ""},
{"title": "NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Small/Medium, Black", "asin": "B07N2V7VDM", "price": "$18.99", "quantity": ""},
{"title": "PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)", "asin": "B0DD3DYQD8", "price": "$29.99", "quantity": ""},
{"title": "Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)", "asin": "B0CCJ4SVBD", "price": "$39.99", "quantity": ""},
{"title": "Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large", "asin": "B0814VKBMW", "price": "$39.98", "quantity": ""},
{"title": "PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)", "asin": "B0DD3K8HYQ", "price": "$24.98", "quantity": ""},
{"title": "HEARTNICE Womens Hooded Fleece Robe, Soft Plush Bathrobe for Womens, Fluffy Cute Long House Coat (Violet Hooded, 2XL/3XL)", "asin": "B07GSV1CSX", "price": "$32.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:48:55.664Z", // 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": 2657,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:48:55.606Z\", \"action\": \"input\", \"action_argument\": \"robe \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"robe \"\n}\n ],\n \"cart_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$17.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Hooded Fleece Bathrobe - Super soft, plush, hooded fleece bathrobe made from flannel fleece that offers great comfort whenever in use; perfect for lounging, relaxation and a great choice to wear after a tiring day at work. Soft and Fluffy - The bathrobe is soft and fluffy, which can be worn all day long; the bathrobe carries a classic design with a hood to give a trendy look to it. Waist Belt and Front Pockets - Each bathrobe features an adjustable waist belt for a secure fit and two front pockets for convenient storage. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B0DM98VFF8\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Large (Pack of 1)\"\n},\n {\n \"Color\": \"Light Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Premium Womens Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe Pack of 1, Medium, Steel Grey\", \"asin\": \"B07QK8W4S7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Small/Medium, Black\", \"asin\": \"B07N2V7VDM\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Hooded Bathrobes for Women, Soft Long Towel Robes for Women - Quick Dry yet Warm (Haze Blue, S/M)\", \"asin\": \"B0DD3DYQD8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oksun Womens Long Sherpa Fleece Robe: Floor Length Hooded Bathrobe, Jacquard Warm Winter Housecoat, Fluffy Soft Cozy Nightgown (Blue, XL)\", \"asin\": \"B0CCJ4SVBD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Hellomamma Long Hooded Robe for Women Luxurious Flannel Fleece Full Length Bathrobe Winter Warm Pajamas Shower Nightgown Grey Large\", \"asin\": \"B0814VKBMW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"HEARTNICE Womens Hooded Fleece Robe, Soft Plush Bathrobe for Womens, Fluffy Cute Long House Coat (Violet Hooded, 2XL/3XL)\", \"asin\": \"B07GSV1CSX\", \"price\": \"$32.99\", \"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\": \"2025-04-16T05:48:55.664Z\", // 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\": \"2025-04-16T05:48:55.606Z\", \"action\": \"input\", \"action_argument\": \"robe \"}\n{\"timestamp\": \"2025-04-16T05:48:55.664Z\", \"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\": \"robe for men\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads\\nLuxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe\", \"asin\": \"B07N2VPGPZ\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads\\nMen's Hooded Fleece Bathrobe Plush Long Spa Robe\", \"asin\": \"B0BCZ3P9JL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ\\nMen's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"NY Threads\\nMen's Robe Cotton Blend Knit Bathrobe\", \"asin\": \"B08X711QVB\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Yurhap\\nLuxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"PAVILIA\\nMens Soft Robe, Plush Fluffy Fleece Bathrobe Men, Long Sherpa Shaggy Spa Robe\", \"asin\": \"B08TZTSDQ5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads\\nLuxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe\", \"asin\": \"B07N2VPGPZ\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Yurhap\\nLuxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Yurhap\\nMens Fleece Robe, Soft Plush Robe for Men, Fluffy Bathrobe with Belt & 2 Pockets\", \"asin\": \"B0D1NRK3FJ\", \"price\": \"$18.49\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish\\nMens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\", \"asin\": \"B0CBZGZ1PT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads\\nMen's Hooded Fleece Bathrobe Plush Long Spa Robe\", \"asin\": \"B07N2W7FFY\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"U2SKIIN\\nMens Hooded Robe, Plush Robes for Men Long Fleece Bathrobe\", \"asin\": \"B07GSVDSF5\", \"price\": \"$26.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"DudeRobe Men's Hooded Robe | As Seen on Shark Tank! - L/XL, Navy Blue, Ultimate Comfort and Style for Men's Loungewear\",\n \"asin\": \"B07KWFWRTV\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Men's Robe Cotton Blend Knit Bathrobe\", \"asin\": \"B08X711QVB\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe\", \"asin\": \"B07N2VPGPZ\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members\"},\n {\"title\": \"Men's Hooded Fleece Bathrobe Plush Long Spa Robe\", \"asin\": \"B075SGYNLT\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets (DARK GREY)\", \"asin\": \"B0CBS57HFY\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\", \"asin\": \"B0CBZGZ1PT\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Lightweight Waffle Robe (Available in Big & Tall)\", \"asin\": \"B07HJG3NW8\", \"price\": \"$27.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Men's Hooded Fleece Bathrobe Plush Long Spa Robe\", \"asin\": \"B075SGYNLT\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Hooded Robe, Plush Robes for Men Long Fleece Bathrobe\", \"asin\": \"B07GSVDSF5\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10\\u202fAM - 3\\u202fPM\"},\n {\"title\": \"Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe\", \"asin\": \"B08YCRZZ7F\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Men's Waffle Kimono Robe\", \"asin\": \"B09FNKB2PS\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Robe Cotton Blend Knit Bathrobe\", \"asin\": \"B08X711QVB\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Soft Robe, Plush Fluffy Fleece Bathrobe Men, Long Sherpa Shaggy Spa Robe\", \"asin\": \"B08TZTSDQ5\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Fleece Robe, Soft Plush Robe for Men, Fluffy Bathrobe with Belt & 2 Pockets\", \"asin\": \"B0D1NRK3FJ\", \"price\": \"$18.49\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Hooded Robe,Plush Robes for Men,Soft Warm Fleece Bathrobe Shower Spa Long Robe With Pockets\", \"asin\": \"B0D92RVF2B\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens' Plush Bathrobe- Soft Fleece Spa Bath Robe with 2 External Pockets and Belt for Men\", \"asin\": \"B08N5G4513\", \"price\": \"$71.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Men's Long Sleeve Lightweight Cotton Woven Robe\", \"asin\": \"B00RFHLL0E\", \"price\": \"$47.82\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Fleece Robe Plush Collar Shawl Bathrobe\", \"asin\": \"B075R6KXV5\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Robe with Hood, Plush Robe for Men Long Fleece Bathrobe Soft and Warm\", \"asin\": \"B0C7C7HZ1Q\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Ultra Soft Plush Bathrobe with Hood, Warm Fleece Robe with Pockets Spa Robes for Men Cozy Fluffy Fuzzy\", \"asin\": \"B0CYZPSH9D\", \"price\": \"$26.98\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Robe with Hood, Plush Fleece Hooded Mens Bathrobe, Big and Tall Bath Robe for Men\", \"asin\": \"B00CHQ5LCM\", \"price\": \"$46.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Waffle Knit Lightweight Kimono Spa & Bath Robes for Men - Quick Dry - Soft\", \"asin\": \"B07H2P2MC8\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens 100% Cotton Robe Lightweight Knit Bathrobe\", \"asin\": \"B07CQJ5YVQ\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Fleece Robe, Soft Plush Robe for Men, Fluffy Bathrobe with Belt & 2 Pockets\", \"asin\": \"B0D1NRK3FJ\", \"price\": \"$18.49\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\", \"asin\": \"B0CBZGZ1PT\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Bathrobe Mens,Premium Thick Terry Cloth Bathrobe,Towel Bath robe Long\\u2013Staple Combed Men's Cotton Robe\", \"asin\": \"B0B8SH1HKL\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Waffle Knit Kimono Robe\", \"asin\": \"B09FFT4LJP\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Aiden Pure Cotton Mens Bathrobe Terry Cloth Long Bathrobe for Men Highly Absorbent Quick-Drying Luxury Spa Robe\", \"asin\": \"B078TGGR2S\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens 2-Pack Lightweight Sleep/Lounge Long Bath Robe -Premium Cotton Blend\", \"asin\": \"B085F43Y5B\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Large Hooded Long Bathrobe with Chest Button,Big Tall Fleece Housecoat Extra Lightweight and Warm\", \"asin\": \"B07VDRG7ZS\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Premium 100% Cotton Terry Shawl Bath Robe Collar with FREE Slippers - ONE Unisex Men & Women Spa Robe\", \"asin\": \"B07ZQJQZHB\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Fleece Robe, Warm Plush Bathrobe\", \"asin\": \"B09FYTRF84\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"All-Cotton Bathrobe Thick Plush Cloth Housecoat Terry Toweling, Sweat Steaming Clothes Comfortable & Warm\", \"asin\": \"B07J53JML1\", \"price\": \"$39.59\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Robe Hooded Wrap Style - Mid Length Plush Fleece Bathrobe\", \"asin\": \"B0BFJZ7YVV\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men\\u2019s Bathrobe \\u2013 Plush Fleece Robe with Shawl Collar\", \"asin\": \"B09FFS41B2\", \"price\": \"$36.95\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Robes Lightweight Knit Bathrobe Long Sleeve Kimono Robe V Neck Spa Knee Length Sleepwear with Pockets S-XXL\", \"asin\": \"B0DFW32TT3\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Men's Long Sleeve Cozy Soft Plush Shawl Collar Robe\", \"asin\": \"B072HMWKFC\", \"price\": \"$35.40\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Hooded Robe - Mens Luxury Robe with Hood and Pockets | Bathrobe for Men | Fleece Men's Robe | Mens Bath Robe\", \"asin\": \"B0B452WWDB\", \"price\": \"$68.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Robe, Cotton Terry Cloth Bathrobe, Soft Bath Robe for Men\", \"asin\": \"B00JIWO9UI\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Robe Big and Tall with Hood, Full Length Plush Robe for Men Long Fleece Bathrobe\", \"asin\": \"B0B6HF15CQ\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets (DARK GREY)\", \"asin\": \"B0CBS6WWV9\", \"price\": \"$18.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Solid Plush Fleece Robe\", \"asin\": \"B0DD1JTD5V\", \"price\": \"$15.17\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Robe, Turkish Terry Bathrobe, 100% Cotton Kimono Spa Bathrobe\", \"asin\": \"B078RVNS3F\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Waffle Robe by BOCA TERRY, Waffle Knit Spa Robe, Long Lightweight Cotton Kimono Hotel Bathrobe\", \"asin\": \"B07FN4ZTZM\", \"price\": \"$48.95\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Pure Cotton Bathrobe Lightweight Kimono and Hooded Spa Robes Soft Sleepwear\", \"asin\": \"B0CG1D1SLK\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Summer Knee-Length Breathable Absorbent Sleepwear Bathrobe, Short Sleeve, Grey with Black Trim, Soft and Comfy\", \"asin\": \"B0DCH8FK14\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Jersey Knit Kimono Robe\", \"asin\": \"B0D951DRRH\", \"price\": \"$20.49\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Hooded Herringbone Men's Soft Spa Full Lenght Bathrobe,Comfy Full Length Warm Nightdress\", \"asin\": \"B01JVO1WYI\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 21 for Prime members\"},\n {\"title\": \"Men's Soft Fleece Plush Robe Full Length Long Bathrobe\", \"asin\": \"B0D543S4MP\", \"price\": \"$48.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Soft Robe, Plush Fluffy Fleece Bathrobe Men, Long Sherpa Shaggy Spa Robe\", \"asin\": \"B08TZTSDQ5\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Men's Comfort-Soft Fleece Robe\", \"asin\": \"B0BB3HZZNY\", \"price\": \"$29.94\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Hooded Classic Bathrobe Turkish Cotton Robe with Full Length Options\", \"asin\": \"B00KYUFCV8\", \"price\": \"$51.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Robe - Sherpa Bathrobe for Men - Men's Robes\", \"asin\": \"B0DB4SLJP8\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm\", \"asin\": \"B0DD39SLHJ\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Robe Shawl Collar Wrap Style - Mid Length Plush Fleece Bathrobe\", \"asin\": \"B0BFSRVH12\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Robinson Robe\", \"asin\": \"B07997QDGP\", \"price\": \"$148.00\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Robe,Pure Cotton Robe for Men,Absorbent Bathrobe,Luxurious Terry Cloth Bathrobe with Shawl Collar\", \"asin\": \"B0D1482WTQ\", \"price\": \"$37.85\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men Lightweight Fleece Robe, Soft Long Shawl Collar Bathrobe for Men\", \"asin\": \"B0CYZSYK15\", \"price\": \"$11.89\", \"delivery\": \"FREE delivery Mon, Apr 21 for Prime members\"},\n {\"title\": \"Men's Lightweight Kimono Robe Japanese Bathrobes Open Front Long Cardigan Cloak with Belt\", \"asin\": \"B0BN5MNT9S\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"}\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\": \"2025-04-16T05:49:32.178Z\", // 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
|
2025-04-16T05:49:32.178Z
|
click_product
|
B075SGYNLT
|
rule
|
2025-04-16T05:49:32.178Z
|
train
| 2,658 |
2025-04-16T05:49:32.178Z
|
click_product
|
B075SGYNLT
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-16T05:48:55.606Z", "action": "input", "action_argument": "robe "}
{"timestamp": "2025-04-16T05:48:55.664Z", "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": "robe for men"
}
],
"cart_items": [
{"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey", "asin": "B0DM98VFF8", "price": "$17.99", "quantity": "1"},
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"promotion_items": [
{"title": "NY Threads\nLuxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe", "asin": "B07N2VPGPZ", "price": "$38.99", "quantity": ""},
{"title": "NY Threads\nMen's Hooded Fleece Bathrobe Plush Long Spa Robe", "asin": "B0BCZ3P9JL", "price": "$19.99", "quantity": ""},
{"title": "PJGGZ\nMen's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm", "asin": "B0DD3K8HYQ", "price": "$24.98", "quantity": ""},
{"title": "NY Threads\nMen's Robe Cotton Blend Knit Bathrobe", "asin": "B08X711QVB", "price": "$14.99", "quantity": ""},
{"title": "Yurhap\nLuxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets", "asin": "B0C4SLYSY5", "price": "$17.99", "quantity": ""},
{"title": "PAVILIA\nMens Soft Robe, Plush Fluffy Fleece Bathrobe Men, Long Sherpa Shaggy Spa Robe", "asin": "B08TZTSDQ5", "price": "$29.99", "quantity": ""},
{"title": "NY Threads\nLuxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe", "asin": "B07N2VPGPZ", "price": "$38.99", "quantity": ""},
{"title": "Yurhap\nLuxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets", "asin": "B0C4SLYSY5", "price": "$17.99", "quantity": ""},
{"title": "Yurhap\nMens Fleece Robe, Soft Plush Robe for Men, Fluffy Bathrobe with Belt & 2 Pockets", "asin": "B0D1NRK3FJ", "price": "$18.49", "quantity": ""},
{"title": "Inner Wish\nMens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets", "asin": "B0CBZGZ1PT", "price": "$19.99", "quantity": ""},
{"title": "NY Threads\nMen's Hooded Fleece Bathrobe Plush Long Spa Robe", "asin": "B07N2W7FFY", "price": "$18.99", "quantity": ""},
{"title": "U2SKIIN\nMens Hooded Robe, Plush Robes for Men Long Fleece Bathrobe", "asin": "B07GSVDSF5", "price": "$26.99", "quantity": ""}
],
"ads": [
{
"title": "DudeRobe Men's Hooded Robe | As Seen on Shark Tank! - L/XL, Navy Blue, Ultimate Comfort and Style for Men's Loungewear",
"asin": "B07KWFWRTV"
}
],
"search_results": [
{"title": "Men's Robe Cotton Blend Knit Bathrobe", "asin": "B08X711QVB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe", "asin": "B07N2VPGPZ", "price": "$38.99", "delivery": "FREE delivery Sun, Apr 20 for Prime members"},
{"title": "Men's Hooded Fleece Bathrobe Plush Long Spa Robe", "asin": "B075SGYNLT", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets (DARK GREY)", "asin": "B0CBS57HFY", "price": "$18.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets", "asin": "B0CBZGZ1PT", "price": "$19.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Men's Lightweight Waffle Robe (Available in Big & Tall)", "asin": "B07HJG3NW8", "price": "$27.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Men's Hooded Fleece Bathrobe Plush Long Spa Robe", "asin": "B075SGYNLT", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Mens Hooded Robe, Plush Robes for Men Long Fleece Bathrobe", "asin": "B07GSVDSF5", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow 10\u202fAM - 3\u202fPM"},
{"title": "Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe", "asin": "B08YCRZZ7F", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Men's Waffle Kimono Robe", "asin": "B09FNKB2PS", "price": "$14.98", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Men's Robe Cotton Blend Knit Bathrobe", "asin": "B08X711QVB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Mens Soft Robe, Plush Fluffy Fleece Bathrobe Men, Long Sherpa Shaggy Spa Robe", "asin": "B08TZTSDQ5", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets", "asin": "B0C4SLYSY5", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Mens Fleece Robe, Soft Plush Robe for Men, Fluffy Bathrobe with Belt & 2 Pockets", "asin": "B0D1NRK3FJ", "price": "$18.49", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens Hooded Robe,Plush Robes for Men,Soft Warm Fleece Bathrobe Shower Spa Long Robe With Pockets", "asin": "B0D92RVF2B", "price": "$19.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens' Plush Bathrobe- Soft Fleece Spa Bath Robe with 2 External Pockets and Belt for Men", "asin": "B08N5G4513", "price": "$71.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets", "asin": "B0C4SLYSY5", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Men's Long Sleeve Lightweight Cotton Woven Robe", "asin": "B00RFHLL0E", "price": "$47.82", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens Fleece Robe Plush Collar Shawl Bathrobe", "asin": "B075R6KXV5", "price": "$19.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens Robe with Hood, Plush Robe for Men Long Fleece Bathrobe Soft and Warm", "asin": "B0C7C7HZ1Q", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Mens Ultra Soft Plush Bathrobe with Hood, Warm Fleece Robe with Pockets Spa Robes for Men Cozy Fluffy Fuzzy", "asin": "B0CYZPSH9D", "price": "$26.98", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens Robe with Hood, Plush Fleece Hooded Mens Bathrobe, Big and Tall Bath Robe for Men", "asin": "B00CHQ5LCM", "price": "$46.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Waffle Knit Lightweight Kimono Spa & Bath Robes for Men - Quick Dry - Soft", "asin": "B07H2P2MC8", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Mens 100% Cotton Robe Lightweight Knit Bathrobe", "asin": "B07CQJ5YVQ", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Mens Fleece Robe, Soft Plush Robe for Men, Fluffy Bathrobe with Belt & 2 Pockets", "asin": "B0D1NRK3FJ", "price": "$18.49", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets", "asin": "B0CBZGZ1PT", "price": "$19.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Bathrobe Mens,Premium Thick Terry Cloth Bathrobe,Towel Bath robe Long\u2013Staple Combed Men's Cotton Robe", "asin": "B0B8SH1HKL", "price": "$42.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Men's Waffle Knit Kimono Robe", "asin": "B09FFT4LJP", "price": "$39.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Aiden Pure Cotton Mens Bathrobe Terry Cloth Long Bathrobe for Men Highly Absorbent Quick-Drying Luxury Spa Robe", "asin": "B078TGGR2S", "price": "$59.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens 2-Pack Lightweight Sleep/Lounge Long Bath Robe -Premium Cotton Blend", "asin": "B085F43Y5B", "price": "$42.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens Large Hooded Long Bathrobe with Chest Button,Big Tall Fleece Housecoat Extra Lightweight and Warm", "asin": "B07VDRG7ZS", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Premium 100% Cotton Terry Shawl Bath Robe Collar with FREE Slippers - ONE Unisex Men & Women Spa Robe", "asin": "B07ZQJQZHB", "price": "$32.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Men's Fleece Robe, Warm Plush Bathrobe", "asin": "B09FYTRF84", "price": "$19.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "All-Cotton Bathrobe Thick Plush Cloth Housecoat Terry Toweling, Sweat Steaming Clothes Comfortable & Warm", "asin": "B07J53JML1", "price": "$39.59", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens Robe Hooded Wrap Style - Mid Length Plush Fleece Bathrobe", "asin": "B0BFJZ7YVV", "price": "$19.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Men\u2019s Bathrobe \u2013 Plush Fleece Robe with Shawl Collar", "asin": "B09FFS41B2", "price": "$36.95", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens Robes Lightweight Knit Bathrobe Long Sleeve Kimono Robe V Neck Spa Knee Length Sleepwear with Pockets S-XXL", "asin": "B0DFW32TT3", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Men's Long Sleeve Cozy Soft Plush Shawl Collar Robe", "asin": "B072HMWKFC", "price": "$35.40", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens Hooded Robe - Mens Luxury Robe with Hood and Pockets | Bathrobe for Men | Fleece Men's Robe | Mens Bath Robe", "asin": "B0B452WWDB", "price": "$68.38", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Mens Robe, Cotton Terry Cloth Bathrobe, Soft Bath Robe for Men", "asin": "B00JIWO9UI", "price": "$36.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens Robe Big and Tall with Hood, Full Length Plush Robe for Men Long Fleece Bathrobe", "asin": "B0B6HF15CQ", "price": "$26.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets (DARK GREY)", "asin": "B0CBS6WWV9", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Mens Solid Plush Fleece Robe", "asin": "B0DD1JTD5V", "price": "$15.17", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Men's Robe, Turkish Terry Bathrobe, 100% Cotton Kimono Spa Bathrobe", "asin": "B078RVNS3F", "price": "$39.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Men's Waffle Robe by BOCA TERRY, Waffle Knit Spa Robe, Long Lightweight Cotton Kimono Hotel Bathrobe", "asin": "B07FN4ZTZM", "price": "$48.95", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Men's Pure Cotton Bathrobe Lightweight Kimono and Hooded Spa Robes Soft Sleepwear", "asin": "B0CG1D1SLK", "price": "$28.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Men's Summer Knee-Length Breathable Absorbent Sleepwear Bathrobe, Short Sleeve, Grey with Black Trim, Soft and Comfy", "asin": "B0DCH8FK14", "price": "$15.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens Jersey Knit Kimono Robe", "asin": "B0D951DRRH", "price": "$20.49", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Hooded Herringbone Men's Soft Spa Full Lenght Bathrobe,Comfy Full Length Warm Nightdress", "asin": "B01JVO1WYI", "price": "$18.99", "delivery": "FREE delivery Mon, Apr 21 for Prime members"},
{"title": "Men's Soft Fleece Plush Robe Full Length Long Bathrobe", "asin": "B0D543S4MP", "price": "$48.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Mens Soft Robe, Plush Fluffy Fleece Bathrobe Men, Long Sherpa Shaggy Spa Robe", "asin": "B08TZTSDQ5", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Men's Comfort-Soft Fleece Robe", "asin": "B0BB3HZZNY", "price": "$29.94", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Men's Hooded Classic Bathrobe Turkish Cotton Robe with Full Length Options", "asin": "B00KYUFCV8", "price": "$51.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens Robe - Sherpa Bathrobe for Men - Men's Robes", "asin": "B0DB4SLJP8", "price": "$19.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm", "asin": "B0DD39SLHJ", "price": "$29.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Mens Robe Shawl Collar Wrap Style - Mid Length Plush Fleece Bathrobe", "asin": "B0BFSRVH12", "price": "$25.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Men's Robinson Robe", "asin": "B07997QDGP", "price": "$148.00", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Men's Robe,Pure Cotton Robe for Men,Absorbent Bathrobe,Luxurious Terry Cloth Bathrobe with Shawl Collar", "asin": "B0D1482WTQ", "price": "$37.85", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Men Lightweight Fleece Robe, Soft Long Shawl Collar Bathrobe for Men", "asin": "B0CYZSYK15", "price": "$11.89", "delivery": "FREE delivery Mon, Apr 21 for Prime members"},
{"title": "Men's Lightweight Kimono Robe Japanese Bathrobes Open Front Long Cardigan Cloak with Belt", "asin": "B0BN5MNT9S", "price": "$33.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:49:32.178Z", // 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>B075SGYNLT</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B075SGYNLT</answer_argument>",
"index": 2658,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:48:55.606Z\", \"action\": \"input\", \"action_argument\": \"robe \"}\n{\"timestamp\": \"2025-04-16T05:48:55.664Z\", \"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\": \"robe for men\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads\\nLuxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe\", \"asin\": \"B07N2VPGPZ\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads\\nMen's Hooded Fleece Bathrobe Plush Long Spa Robe\", \"asin\": \"B0BCZ3P9JL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ\\nMen's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"NY Threads\\nMen's Robe Cotton Blend Knit Bathrobe\", \"asin\": \"B08X711QVB\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Yurhap\\nLuxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"PAVILIA\\nMens Soft Robe, Plush Fluffy Fleece Bathrobe Men, Long Sherpa Shaggy Spa Robe\", \"asin\": \"B08TZTSDQ5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads\\nLuxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe\", \"asin\": \"B07N2VPGPZ\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Yurhap\\nLuxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Yurhap\\nMens Fleece Robe, Soft Plush Robe for Men, Fluffy Bathrobe with Belt & 2 Pockets\", \"asin\": \"B0D1NRK3FJ\", \"price\": \"$18.49\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish\\nMens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\", \"asin\": \"B0CBZGZ1PT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads\\nMen's Hooded Fleece Bathrobe Plush Long Spa Robe\", \"asin\": \"B07N2W7FFY\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"U2SKIIN\\nMens Hooded Robe, Plush Robes for Men Long Fleece Bathrobe\", \"asin\": \"B07GSVDSF5\", \"price\": \"$26.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"DudeRobe Men's Hooded Robe | As Seen on Shark Tank! - L/XL, Navy Blue, Ultimate Comfort and Style for Men's Loungewear\",\n \"asin\": \"B07KWFWRTV\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Men's Robe Cotton Blend Knit Bathrobe\", \"asin\": \"B08X711QVB\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe\", \"asin\": \"B07N2VPGPZ\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members\"},\n {\"title\": \"Men's Hooded Fleece Bathrobe Plush Long Spa Robe\", \"asin\": \"B075SGYNLT\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets (DARK GREY)\", \"asin\": \"B0CBS57HFY\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\", \"asin\": \"B0CBZGZ1PT\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Lightweight Waffle Robe (Available in Big & Tall)\", \"asin\": \"B07HJG3NW8\", \"price\": \"$27.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Men's Hooded Fleece Bathrobe Plush Long Spa Robe\", \"asin\": \"B075SGYNLT\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Hooded Robe, Plush Robes for Men Long Fleece Bathrobe\", \"asin\": \"B07GSVDSF5\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10\\u202fAM - 3\\u202fPM\"},\n {\"title\": \"Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe\", \"asin\": \"B08YCRZZ7F\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Men's Waffle Kimono Robe\", \"asin\": \"B09FNKB2PS\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Robe Cotton Blend Knit Bathrobe\", \"asin\": \"B08X711QVB\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Soft Robe, Plush Fluffy Fleece Bathrobe Men, Long Sherpa Shaggy Spa Robe\", \"asin\": \"B08TZTSDQ5\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Fleece Robe, Soft Plush Robe for Men, Fluffy Bathrobe with Belt & 2 Pockets\", \"asin\": \"B0D1NRK3FJ\", \"price\": \"$18.49\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Hooded Robe,Plush Robes for Men,Soft Warm Fleece Bathrobe Shower Spa Long Robe With Pockets\", \"asin\": \"B0D92RVF2B\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens' Plush Bathrobe- Soft Fleece Spa Bath Robe with 2 External Pockets and Belt for Men\", \"asin\": \"B08N5G4513\", \"price\": \"$71.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Men's Long Sleeve Lightweight Cotton Woven Robe\", \"asin\": \"B00RFHLL0E\", \"price\": \"$47.82\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Fleece Robe Plush Collar Shawl Bathrobe\", \"asin\": \"B075R6KXV5\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Robe with Hood, Plush Robe for Men Long Fleece Bathrobe Soft and Warm\", \"asin\": \"B0C7C7HZ1Q\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Ultra Soft Plush Bathrobe with Hood, Warm Fleece Robe with Pockets Spa Robes for Men Cozy Fluffy Fuzzy\", \"asin\": \"B0CYZPSH9D\", \"price\": \"$26.98\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Robe with Hood, Plush Fleece Hooded Mens Bathrobe, Big and Tall Bath Robe for Men\", \"asin\": \"B00CHQ5LCM\", \"price\": \"$46.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Waffle Knit Lightweight Kimono Spa & Bath Robes for Men - Quick Dry - Soft\", \"asin\": \"B07H2P2MC8\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens 100% Cotton Robe Lightweight Knit Bathrobe\", \"asin\": \"B07CQJ5YVQ\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Fleece Robe, Soft Plush Robe for Men, Fluffy Bathrobe with Belt & 2 Pockets\", \"asin\": \"B0D1NRK3FJ\", \"price\": \"$18.49\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\", \"asin\": \"B0CBZGZ1PT\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Bathrobe Mens,Premium Thick Terry Cloth Bathrobe,Towel Bath robe Long\\u2013Staple Combed Men's Cotton Robe\", \"asin\": \"B0B8SH1HKL\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Waffle Knit Kimono Robe\", \"asin\": \"B09FFT4LJP\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Aiden Pure Cotton Mens Bathrobe Terry Cloth Long Bathrobe for Men Highly Absorbent Quick-Drying Luxury Spa Robe\", \"asin\": \"B078TGGR2S\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens 2-Pack Lightweight Sleep/Lounge Long Bath Robe -Premium Cotton Blend\", \"asin\": \"B085F43Y5B\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Large Hooded Long Bathrobe with Chest Button,Big Tall Fleece Housecoat Extra Lightweight and Warm\", \"asin\": \"B07VDRG7ZS\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Premium 100% Cotton Terry Shawl Bath Robe Collar with FREE Slippers - ONE Unisex Men & Women Spa Robe\", \"asin\": \"B07ZQJQZHB\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Fleece Robe, Warm Plush Bathrobe\", \"asin\": \"B09FYTRF84\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"All-Cotton Bathrobe Thick Plush Cloth Housecoat Terry Toweling, Sweat Steaming Clothes Comfortable & Warm\", \"asin\": \"B07J53JML1\", \"price\": \"$39.59\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Robe Hooded Wrap Style - Mid Length Plush Fleece Bathrobe\", \"asin\": \"B0BFJZ7YVV\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men\\u2019s Bathrobe \\u2013 Plush Fleece Robe with Shawl Collar\", \"asin\": \"B09FFS41B2\", \"price\": \"$36.95\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Robes Lightweight Knit Bathrobe Long Sleeve Kimono Robe V Neck Spa Knee Length Sleepwear with Pockets S-XXL\", \"asin\": \"B0DFW32TT3\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Men's Long Sleeve Cozy Soft Plush Shawl Collar Robe\", \"asin\": \"B072HMWKFC\", \"price\": \"$35.40\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Hooded Robe - Mens Luxury Robe with Hood and Pockets | Bathrobe for Men | Fleece Men's Robe | Mens Bath Robe\", \"asin\": \"B0B452WWDB\", \"price\": \"$68.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Robe, Cotton Terry Cloth Bathrobe, Soft Bath Robe for Men\", \"asin\": \"B00JIWO9UI\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Robe Big and Tall with Hood, Full Length Plush Robe for Men Long Fleece Bathrobe\", \"asin\": \"B0B6HF15CQ\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets (DARK GREY)\", \"asin\": \"B0CBS6WWV9\", \"price\": \"$18.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Solid Plush Fleece Robe\", \"asin\": \"B0DD1JTD5V\", \"price\": \"$15.17\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Robe, Turkish Terry Bathrobe, 100% Cotton Kimono Spa Bathrobe\", \"asin\": \"B078RVNS3F\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Waffle Robe by BOCA TERRY, Waffle Knit Spa Robe, Long Lightweight Cotton Kimono Hotel Bathrobe\", \"asin\": \"B07FN4ZTZM\", \"price\": \"$48.95\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Pure Cotton Bathrobe Lightweight Kimono and Hooded Spa Robes Soft Sleepwear\", \"asin\": \"B0CG1D1SLK\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Summer Knee-Length Breathable Absorbent Sleepwear Bathrobe, Short Sleeve, Grey with Black Trim, Soft and Comfy\", \"asin\": \"B0DCH8FK14\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Jersey Knit Kimono Robe\", \"asin\": \"B0D951DRRH\", \"price\": \"$20.49\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Hooded Herringbone Men's Soft Spa Full Lenght Bathrobe,Comfy Full Length Warm Nightdress\", \"asin\": \"B01JVO1WYI\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 21 for Prime members\"},\n {\"title\": \"Men's Soft Fleece Plush Robe Full Length Long Bathrobe\", \"asin\": \"B0D543S4MP\", \"price\": \"$48.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Mens Soft Robe, Plush Fluffy Fleece Bathrobe Men, Long Sherpa Shaggy Spa Robe\", \"asin\": \"B08TZTSDQ5\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Men's Comfort-Soft Fleece Robe\", \"asin\": \"B0BB3HZZNY\", \"price\": \"$29.94\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Hooded Classic Bathrobe Turkish Cotton Robe with Full Length Options\", \"asin\": \"B00KYUFCV8\", \"price\": \"$51.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Robe - Sherpa Bathrobe for Men - Men's Robes\", \"asin\": \"B0DB4SLJP8\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm\", \"asin\": \"B0DD39SLHJ\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Mens Robe Shawl Collar Wrap Style - Mid Length Plush Fleece Bathrobe\", \"asin\": \"B0BFSRVH12\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Robinson Robe\", \"asin\": \"B07997QDGP\", \"price\": \"$148.00\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men's Robe,Pure Cotton Robe for Men,Absorbent Bathrobe,Luxurious Terry Cloth Bathrobe with Shawl Collar\", \"asin\": \"B0D1482WTQ\", \"price\": \"$37.85\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Men Lightweight Fleece Robe, Soft Long Shawl Collar Bathrobe for Men\", \"asin\": \"B0CYZSYK15\", \"price\": \"$11.89\", \"delivery\": \"FREE delivery Mon, Apr 21 for Prime members\"},\n {\"title\": \"Men's Lightweight Kimono Robe Japanese Bathrobes Open Front Long Cardigan Cloak with Belt\", \"asin\": \"B0BN5MNT9S\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"}\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\": \"2025-04-16T05:49:32.178Z\", // 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\": \"2025-04-16T05:48:55.606Z\", \"action\": \"input\", \"action_argument\": \"robe \"}\n{\"timestamp\": \"2025-04-16T05:48:55.664Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:49:32.178Z\", \"action\": \"click_product\", \"action_argument\": \"B075SGYNLT\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"robe for men\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$18.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Large/X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Soft Hooded Fleece Bathrobe - Enjoy unrivaled comfort with our Hooded Fleece Bathrobe. Made from coral fleece, it's super soft and plush, ideal for lounging and relaxation after a long day. Its soft, fluffy texture and classic design with a hood offer both comfort and a stylish look. Adjustable Waist Belt - Each bathrobe features an adjustable waist belt that assists in securely closing the robe from the front so that you can wear it with confidence. Front Pockets - The two front pockets give you the option of keeping frequently used items in it when it\\u2019s worn for a good part of the day. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B075SGYNLT\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Large-X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe, XX-Large-3X-Large, Grey\", \"asin\": \"B08YCRZZ7F\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (L, Dark Gray- Shu Velveteen)\", \"asin\": \"B07F8HXKHC\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Yurhap Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets, Dark Grey, L/XL\", \"asin\": \"B0CBS57HFY\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"FG FEAYIGUDIM Mens Plush Plaid Hooded Robe, Full Length Fleece Big and Tall Bathrobe with Hood(Black&Grey, XXL)\", \"asin\": \"B0DD73T94S\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\\uff0cBLACK+DARK GREY\\uff0cL/XL\", \"asin\": \"B0CBZGZ1PT\", \"price\": \"$19.99\", \"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\": \"2025-04-16T05:49:47.675Z\", // 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
|
2025-04-16T05:49:47.675Z
|
click
|
product_option
|
rule
|
2025-04-16T05:49:47.675Z
|
train
| 2,659 |
2025-04-16T05:49:47.675Z
|
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": "2025-04-16T05:48:55.606Z", "action": "input", "action_argument": "robe "}
{"timestamp": "2025-04-16T05:48:55.664Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T05:49:32.178Z", "action": "click_product", "action_argument": "B075SGYNLT"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "robe for men"
}
],
"cart_items": [
{"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey", "asin": "B0DM98VFF8", "price": "$17.99", "quantity": "1"},
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe"
},
{
"price": "$18.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'Large/X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Soft Hooded Fleece Bathrobe - Enjoy unrivaled comfort with our Hooded Fleece Bathrobe. Made from coral fleece, it's super soft and plush, ideal for lounging and relaxation after a long day. Its soft, fluffy texture and classic design with a hood offer both comfort and a stylish look. Adjustable Waist Belt - Each bathrobe features an adjustable waist belt that assists in securely closing the robe from the front so that you can wear it with confidence. Front Pockets - The two front pockets give you the option of keeping frequently used items in it when it\u2019s worn for a good part of the day. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B075SGYNLT"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Large-X-Large (Pack of 1)"
},
{
"Color": "Grey"
}
],
"promotion_items": [
{"title": "NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe, XX-Large-3X-Large, Grey", "asin": "B08YCRZZ7F", "price": "$17.99", "quantity": ""},
{"title": "PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)", "asin": "B0DD3K8HYQ", "price": "$24.98", "quantity": ""},
{"title": "DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (L, Dark Gray- Shu Velveteen)", "asin": "B07F8HXKHC", "price": "$48.99", "quantity": ""},
{"title": "Yurhap Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets", "asin": "B0C4SLYSY5", "price": "$17.99", "quantity": ""},
{"title": "Inner Wish Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets, Dark Grey, L/XL", "asin": "B0CBS57HFY", "price": "$18.99", "quantity": ""},
{"title": "FG FEAYIGUDIM Mens Plush Plaid Hooded Robe, Full Length Fleece Big and Tall Bathrobe with Hood(Black&Grey, XXL)", "asin": "B0DD73T94S", "price": "$36.99", "quantity": ""},
{"title": "Inner Wish Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\uff0cBLACK+DARK GREY\uff0cL/XL", "asin": "B0CBZGZ1PT", "price": "$19.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:49:47.675Z", // 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": 2659,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:48:55.606Z\", \"action\": \"input\", \"action_argument\": \"robe \"}\n{\"timestamp\": \"2025-04-16T05:48:55.664Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:49:32.178Z\", \"action\": \"click_product\", \"action_argument\": \"B075SGYNLT\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"robe for men\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$18.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Large/X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Soft Hooded Fleece Bathrobe - Enjoy unrivaled comfort with our Hooded Fleece Bathrobe. Made from coral fleece, it's super soft and plush, ideal for lounging and relaxation after a long day. Its soft, fluffy texture and classic design with a hood offer both comfort and a stylish look. Adjustable Waist Belt - Each bathrobe features an adjustable waist belt that assists in securely closing the robe from the front so that you can wear it with confidence. Front Pockets - The two front pockets give you the option of keeping frequently used items in it when it\\u2019s worn for a good part of the day. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B075SGYNLT\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Large-X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe, XX-Large-3X-Large, Grey\", \"asin\": \"B08YCRZZ7F\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (L, Dark Gray- Shu Velveteen)\", \"asin\": \"B07F8HXKHC\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Yurhap Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets, Dark Grey, L/XL\", \"asin\": \"B0CBS57HFY\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"FG FEAYIGUDIM Mens Plush Plaid Hooded Robe, Full Length Fleece Big and Tall Bathrobe with Hood(Black&Grey, XXL)\", \"asin\": \"B0DD73T94S\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\\uff0cBLACK+DARK GREY\\uff0cL/XL\", \"asin\": \"B0CBZGZ1PT\", \"price\": \"$19.99\", \"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\": \"2025-04-16T05:49:47.675Z\", // 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\": \"2025-04-16T05:48:55.606Z\", \"action\": \"input\", \"action_argument\": \"robe \"}\n{\"timestamp\": \"2025-04-16T05:48:55.664Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:49:32.178Z\", \"action\": \"click_product\", \"action_argument\": \"B075SGYNLT\"}\n{\"timestamp\": \"2025-04-16T05:49:47.675Z\", \"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\": \"robe for men\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$18.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Large/X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Soft Hooded Fleece Bathrobe - Enjoy unrivaled comfort with our Hooded Fleece Bathrobe. Made from coral fleece, it's super soft and plush, ideal for lounging and relaxation after a long day. Its soft, fluffy texture and classic design with a hood offer both comfort and a stylish look. Adjustable Waist Belt - Each bathrobe features an adjustable waist belt that assists in securely closing the robe from the front so that you can wear it with confidence. Front Pockets - The two front pockets give you the option of keeping frequently used items in it when it\\u2019s worn for a good part of the day. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B075SGYNLT\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Large-X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe, XX-Large-3X-Large, Grey\", \"asin\": \"B08YCRZZ7F\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (L, Dark Gray- Shu Velveteen)\", \"asin\": \"B07F8HXKHC\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Yurhap Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets, Dark Grey, L/XL\", \"asin\": \"B0CBS57HFY\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"FG FEAYIGUDIM Mens Plush Plaid Hooded Robe, Full Length Fleece Big and Tall Bathrobe with Hood(Black&Grey, XXL)\", \"asin\": \"B0DD73T94S\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\\uff0cBLACK+DARK GREY\\uff0cL/XL\", \"asin\": \"B0CBZGZ1PT\", \"price\": \"$19.99\", \"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\": \"2025-04-16T05:49:52.153Z\", // 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
|
2025-04-16T05:49:52.153Z
|
purchase
|
B075SGYNLT
|
rule
|
2025-04-16T05:49:52.153Z
|
train
| 2,660 |
2025-04-16T05:49:52.153Z
|
purchase
|
B075SGYNLT
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-16T05:48:55.606Z", "action": "input", "action_argument": "robe "}
{"timestamp": "2025-04-16T05:48:55.664Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T05:49:32.178Z", "action": "click_product", "action_argument": "B075SGYNLT"}
{"timestamp": "2025-04-16T05:49:47.675Z", "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": "robe for men"
}
],
"cart_items": [
{"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey", "asin": "B0DM98VFF8", "price": "$17.99", "quantity": "1"},
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe"
},
{
"price": "$18.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'Large/X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Soft Hooded Fleece Bathrobe - Enjoy unrivaled comfort with our Hooded Fleece Bathrobe. Made from coral fleece, it's super soft and plush, ideal for lounging and relaxation after a long day. Its soft, fluffy texture and classic design with a hood offer both comfort and a stylish look. Adjustable Waist Belt - Each bathrobe features an adjustable waist belt that assists in securely closing the robe from the front so that you can wear it with confidence. Front Pockets - The two front pockets give you the option of keeping frequently used items in it when it\u2019s worn for a good part of the day. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B075SGYNLT"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Large-X-Large (Pack of 1)"
},
{
"Color": "Grey"
}
],
"promotion_items": [
{"title": "NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe, XX-Large-3X-Large, Grey", "asin": "B08YCRZZ7F", "price": "$17.99", "quantity": ""},
{"title": "PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)", "asin": "B0DD3K8HYQ", "price": "$24.98", "quantity": ""},
{"title": "DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (L, Dark Gray- Shu Velveteen)", "asin": "B07F8HXKHC", "price": "$48.99", "quantity": ""},
{"title": "Yurhap Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets", "asin": "B0C4SLYSY5", "price": "$17.99", "quantity": ""},
{"title": "Inner Wish Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets, Dark Grey, L/XL", "asin": "B0CBS57HFY", "price": "$18.99", "quantity": ""},
{"title": "FG FEAYIGUDIM Mens Plush Plaid Hooded Robe, Full Length Fleece Big and Tall Bathrobe with Hood(Black&Grey, XXL)", "asin": "B0DD73T94S", "price": "$36.99", "quantity": ""},
{"title": "Inner Wish Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\uff0cBLACK+DARK GREY\uff0cL/XL", "asin": "B0CBZGZ1PT", "price": "$19.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:49:52.153Z", // 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>B075SGYNLT</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B075SGYNLT</answer_argument>",
"index": 2660,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:48:55.606Z\", \"action\": \"input\", \"action_argument\": \"robe \"}\n{\"timestamp\": \"2025-04-16T05:48:55.664Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T05:49:32.178Z\", \"action\": \"click_product\", \"action_argument\": \"B075SGYNLT\"}\n{\"timestamp\": \"2025-04-16T05:49:47.675Z\", \"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\": \"robe for men\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$18.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Large/X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Soft Hooded Fleece Bathrobe - Enjoy unrivaled comfort with our Hooded Fleece Bathrobe. Made from coral fleece, it's super soft and plush, ideal for lounging and relaxation after a long day. Its soft, fluffy texture and classic design with a hood offer both comfort and a stylish look. Adjustable Waist Belt - Each bathrobe features an adjustable waist belt that assists in securely closing the robe from the front so that you can wear it with confidence. Front Pockets - The two front pockets give you the option of keeping frequently used items in it when it\\u2019s worn for a good part of the day. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B075SGYNLT\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Large-X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe, XX-Large-3X-Large, Grey\", \"asin\": \"B08YCRZZ7F\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (L, Dark Gray- Shu Velveteen)\", \"asin\": \"B07F8HXKHC\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Yurhap Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets, Dark Grey, L/XL\", \"asin\": \"B0CBS57HFY\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"FG FEAYIGUDIM Mens Plush Plaid Hooded Robe, Full Length Fleece Big and Tall Bathrobe with Hood(Black&Grey, XXL)\", \"asin\": \"B0DD73T94S\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\\uff0cBLACK+DARK GREY\\uff0cL/XL\", \"asin\": \"B0CBZGZ1PT\", \"price\": \"$19.99\", \"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\": \"2025-04-16T05:49:52.153Z\", // 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\": \"robe for men\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$18.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Large/X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Soft Hooded Fleece Bathrobe - Enjoy unrivaled comfort with our Hooded Fleece Bathrobe. Made from coral fleece, it's super soft and plush, ideal for lounging and relaxation after a long day. Its soft, fluffy texture and classic design with a hood offer both comfort and a stylish look. Adjustable Waist Belt - Each bathrobe features an adjustable waist belt that assists in securely closing the robe from the front so that you can wear it with confidence. Front Pockets - The two front pockets give you the option of keeping frequently used items in it when it\\u2019s worn for a good part of the day. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B075SGYNLT\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Large-X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe, XX-Large-3X-Large, Grey\", \"asin\": \"B08YCRZZ7F\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (L, Dark Gray- Shu Velveteen)\", \"asin\": \"B07F8HXKHC\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Yurhap Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets, Dark Grey, L/XL\", \"asin\": \"B0CBS57HFY\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"FG FEAYIGUDIM Mens Plush Plaid Hooded Robe, Full Length Fleece Big and Tall Bathrobe with Hood(Black&Grey, XXL)\", \"asin\": \"B0DD73T94S\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\\uff0cBLACK+DARK GREY\\uff0cL/XL\", \"asin\": \"B0CBZGZ1PT\", \"price\": \"$19.99\", \"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\": \"2025-04-16T05:51:11.893Z\", // 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
|
2025-04-16T05:51:11.893Z
|
click
|
review
|
rule
|
2025-04-16T05:51:11.893Z
|
train
| 2,661 |
2025-04-16T05:51:11.893Z
|
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|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "robe for men"
}
],
"cart_items": [
{"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey", "asin": "B0DM98VFF8", "price": "$17.99", "quantity": "1"},
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe"
},
{
"price": "$18.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'Large/X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Soft Hooded Fleece Bathrobe - Enjoy unrivaled comfort with our Hooded Fleece Bathrobe. Made from coral fleece, it's super soft and plush, ideal for lounging and relaxation after a long day. Its soft, fluffy texture and classic design with a hood offer both comfort and a stylish look. Adjustable Waist Belt - Each bathrobe features an adjustable waist belt that assists in securely closing the robe from the front so that you can wear it with confidence. Front Pockets - The two front pockets give you the option of keeping frequently used items in it when it\u2019s worn for a good part of the day. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B075SGYNLT"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Large-X-Large (Pack of 1)"
},
{
"Color": "Grey"
}
],
"promotion_items": [
{"title": "NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe, XX-Large-3X-Large, Grey", "asin": "B08YCRZZ7F", "price": "$17.99", "quantity": ""},
{"title": "PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)", "asin": "B0DD3K8HYQ", "price": "$24.98", "quantity": ""},
{"title": "DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (L, Dark Gray- Shu Velveteen)", "asin": "B07F8HXKHC", "price": "$48.99", "quantity": ""},
{"title": "Yurhap Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets", "asin": "B0C4SLYSY5", "price": "$17.99", "quantity": ""},
{"title": "Inner Wish Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets, Dark Grey, L/XL", "asin": "B0CBS57HFY", "price": "$18.99", "quantity": ""},
{"title": "FG FEAYIGUDIM Mens Plush Plaid Hooded Robe, Full Length Fleece Big and Tall Bathrobe with Hood(Black&Grey, XXL)", "asin": "B0DD73T94S", "price": "$36.99", "quantity": ""},
{"title": "Inner Wish Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\uff0cBLACK+DARK GREY\uff0cL/XL", "asin": "B0CBZGZ1PT", "price": "$19.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:51:11.893Z", // 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": 2661,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"robe for men\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$18.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Large/X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Soft Hooded Fleece Bathrobe - Enjoy unrivaled comfort with our Hooded Fleece Bathrobe. Made from coral fleece, it's super soft and plush, ideal for lounging and relaxation after a long day. Its soft, fluffy texture and classic design with a hood offer both comfort and a stylish look. Adjustable Waist Belt - Each bathrobe features an adjustable waist belt that assists in securely closing the robe from the front so that you can wear it with confidence. Front Pockets - The two front pockets give you the option of keeping frequently used items in it when it\\u2019s worn for a good part of the day. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B075SGYNLT\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Large-X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe, XX-Large-3X-Large, Grey\", \"asin\": \"B08YCRZZ7F\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (L, Dark Gray- Shu Velveteen)\", \"asin\": \"B07F8HXKHC\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Yurhap Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets, Dark Grey, L/XL\", \"asin\": \"B0CBS57HFY\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"FG FEAYIGUDIM Mens Plush Plaid Hooded Robe, Full Length Fleece Big and Tall Bathrobe with Hood(Black&Grey, XXL)\", \"asin\": \"B0DD73T94S\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\\uff0cBLACK+DARK GREY\\uff0cL/XL\", \"asin\": \"B0CBZGZ1PT\", \"price\": \"$19.99\", \"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\": \"2025-04-16T05:51:11.893Z\", // 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\": \"2025-04-16T05:51:11.893Z\", \"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\": \"robe for men\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$18.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Large/X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Soft Hooded Fleece Bathrobe - Enjoy unrivaled comfort with our Hooded Fleece Bathrobe. Made from coral fleece, it's super soft and plush, ideal for lounging and relaxation after a long day. Its soft, fluffy texture and classic design with a hood offer both comfort and a stylish look. Adjustable Waist Belt - Each bathrobe features an adjustable waist belt that assists in securely closing the robe from the front so that you can wear it with confidence. Front Pockets - The two front pockets give you the option of keeping frequently used items in it when it\\u2019s worn for a good part of the day. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B075SGYNLT\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Large-3X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe, XX-Large-3X-Large, Grey\", \"asin\": \"B08YCRZZ7F\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (L, Dark Gray- Shu Velveteen)\", \"asin\": \"B07F8HXKHC\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Yurhap Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets, Dark Grey, L/XL\", \"asin\": \"B0CBS57HFY\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"FG FEAYIGUDIM Mens Plush Plaid Hooded Robe, Full Length Fleece Big and Tall Bathrobe with Hood(Black&Grey, XXL)\", \"asin\": \"B0DD73T94S\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\\uff0cBLACK+DARK GREY\\uff0cL/XL\", \"asin\": \"B0CBZGZ1PT\", \"price\": \"$19.99\", \"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\": \"2025-04-16T05:51:13.210Z\", // 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
|
2025-04-16T05:51:13.210Z
|
click
|
product_option
|
rule
|
2025-04-16T05:51:13.210Z
|
train
| 2,662 |
2025-04-16T05:51:13.210Z
|
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": "2025-04-16T05:51:11.893Z", "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": "robe for men"
}
],
"cart_items": [
{"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey", "asin": "B0DM98VFF8", "price": "$17.99", "quantity": "1"},
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe"
},
{
"price": "$18.99"
},
{
"bullet_list": "Size & Packs - You have chosen the 'Large/X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Soft Hooded Fleece Bathrobe - Enjoy unrivaled comfort with our Hooded Fleece Bathrobe. Made from coral fleece, it's super soft and plush, ideal for lounging and relaxation after a long day. Its soft, fluffy texture and classic design with a hood offer both comfort and a stylish look. Adjustable Waist Belt - Each bathrobe features an adjustable waist belt that assists in securely closing the robe from the front so that you can wear it with confidence. Front Pockets - The two front pockets give you the option of keeping frequently used items in it when it\u2019s worn for a good part of the day. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B075SGYNLT"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "XX-Large-3X-Large (Pack of 1)"
},
{
"Color": "Grey"
}
],
"promotion_items": [
{"title": "NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe, XX-Large-3X-Large, Grey", "asin": "B08YCRZZ7F", "price": "$17.99", "quantity": ""},
{"title": "PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)", "asin": "B0DD3K8HYQ", "price": "$24.98", "quantity": ""},
{"title": "DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (L, Dark Gray- Shu Velveteen)", "asin": "B07F8HXKHC", "price": "$48.99", "quantity": ""},
{"title": "Yurhap Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets", "asin": "B0C4SLYSY5", "price": "$17.99", "quantity": ""},
{"title": "Inner Wish Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets, Dark Grey, L/XL", "asin": "B0CBS57HFY", "price": "$18.99", "quantity": ""},
{"title": "FG FEAYIGUDIM Mens Plush Plaid Hooded Robe, Full Length Fleece Big and Tall Bathrobe with Hood(Black&Grey, XXL)", "asin": "B0DD73T94S", "price": "$36.99", "quantity": ""},
{"title": "Inner Wish Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\uff0cBLACK+DARK GREY\uff0cL/XL", "asin": "B0CBZGZ1PT", "price": "$19.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:51:13.210Z", // 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": 2662,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:51:11.893Z\", \"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\": \"robe for men\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$18.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the 'Large/X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Soft Hooded Fleece Bathrobe - Enjoy unrivaled comfort with our Hooded Fleece Bathrobe. Made from coral fleece, it's super soft and plush, ideal for lounging and relaxation after a long day. Its soft, fluffy texture and classic design with a hood offer both comfort and a stylish look. Adjustable Waist Belt - Each bathrobe features an adjustable waist belt that assists in securely closing the robe from the front so that you can wear it with confidence. Front Pockets - The two front pockets give you the option of keeping frequently used items in it when it\\u2019s worn for a good part of the day. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B075SGYNLT\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Large-3X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe, XX-Large-3X-Large, Grey\", \"asin\": \"B08YCRZZ7F\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Haze Blue, L/XL)\", \"asin\": \"B0DD3K8HYQ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"DAVID ARCHY Men's Soft Plush Fleece Robe Full Length Hooded Long Bathrobe for Men with Hood (L, Dark Gray- Shu Velveteen)\", \"asin\": \"B07F8HXKHC\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Yurhap Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Plush Fleece Robe, Cozy Warm Bathrobe Fuzzy Male Spa Long Robe With Pockets, Dark Grey, L/XL\", \"asin\": \"B0CBS57HFY\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"FG FEAYIGUDIM Mens Plush Plaid Hooded Robe, Full Length Fleece Big and Tall Bathrobe with Hood(Black&Grey, XXL)\", \"asin\": \"B0DD73T94S\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\\uff0cBLACK+DARK GREY\\uff0cL/XL\", \"asin\": \"B0CBZGZ1PT\", \"price\": \"$19.99\", \"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\": \"2025-04-16T05:51:13.210Z\", // 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\": \"2025-04-16T05:51:11.893Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T05:51:13.210Z\", \"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\": \"robe for men\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$19.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the '2X-Large/3X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Soft Hooded Fleece Bathrobe - Enjoy unrivaled comfort with our Hooded Fleece Bathrobe. Made from coral fleece, it's super soft and plush, ideal for lounging and relaxation after a long day. Its soft, fluffy texture and classic design with a hood offer both comfort and a stylish look. Adjustable Waist Belt - Each bathrobe features an adjustable waist belt that assists in securely closing the robe from the front so that you can wear it with confidence. Front Pockets - The two front pockets give you the option of keeping frequently used items in it when it\\u2019s worn for a good part of the day. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B08YDTBN6N\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Large-3X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe, Large-X-Large, Grey\", \"asin\": \"B072L78FT4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"MONARCH Plush Lined Microfiber Bath Robe for Women or Men - Super Soft, Durable Luxury Spa, Resort & Hotel Bathrobe, Generously Sized (Unisex) Cypress\", \"asin\": \"B01I3PYH2U\", \"price\": \"$97.95\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\\uff0cBLACK+DARK GREY\\uff0cL/XL\", \"asin\": \"B0CBZGZ1PT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Grey, S/M)\", \"asin\": \"B0DD3J47Z7\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yurhap Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Artfasion Mens Robes Plush Bathrobe: Ultra Soft Flannel Spa Bathrobe, Long Plush V-Neck Robe House Coat with Belt & 2 Pockets (Navy Blue,M)\", \"asin\": \"B0D96957NL\", \"price\": \"$23.37\", \"quantity\": \"\"},\n {\"title\": \"Ross Michaels Mens Robe Hooded Wrap Style - Mid Length Plush Fleece Bathrobe (Pewter Gray, 2X-Large/3X-Large)\", \"asin\": \"B0BFJZ7YVV\", \"price\": \"$19.99\", \"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\": \"2025-04-16T05:51:40.474Z\", // 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
|
2025-04-16T05:51:40.474Z
|
click
|
nav_bar
|
rule
|
2025-04-16T05:51:40.474Z
|
train
| 2,663 |
2025-04-16T05:51:40.474Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-16T05:51:11.893Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T05:51:13.210Z", "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": "robe for men"
}
],
"cart_items": [
{"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey", "asin": "B0DM98VFF8", "price": "$17.99", "quantity": "1"},
{"title": "Dragon Fruit, 1 Each", "asin": "B07FZCT282", "price": "$5.99/lb"},
{"title": "Organic Strawberries, 1 Lb", "asin": "B002B8Z98W", "price": "$3.99"},
{"title": "siggi's\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \u2013 Single Serving, Only 5 Ingredients", "asin": "B06XRR9DZT", "price": "$2.49"},
{"title": "WATER DISTILLED", "asin": "B0BFK2P2PT", "price": "$5.49"},
{"title": "MILK REDUCE FAT 2PRCT ORG", "asin": "B08KZ7QXLD", "price": "$8.39"}
],
"product_details": [
{
"title": "NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe"
},
{
"price": "$19.99"
},
{
"bullet_list": "Size & Packs - You have chosen the '2X-Large/3X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Soft Hooded Fleece Bathrobe - Enjoy unrivaled comfort with our Hooded Fleece Bathrobe. Made from coral fleece, it's super soft and plush, ideal for lounging and relaxation after a long day. Its soft, fluffy texture and classic design with a hood offer both comfort and a stylish look. Adjustable Waist Belt - Each bathrobe features an adjustable waist belt that assists in securely closing the robe from the front so that you can wear it with confidence. Front Pockets - The two front pockets give you the option of keeping frequently used items in it when it\u2019s worn for a good part of the day. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources."
},
{
"asin": "B08YDTBN6N"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "XX-Large-3X-Large (Pack of 1)"
},
{
"Color": "Grey"
}
],
"promotion_items": [
{"title": "NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe, Large-X-Large, Grey", "asin": "B072L78FT4", "price": "$17.99", "quantity": ""},
{"title": "MONARCH Plush Lined Microfiber Bath Robe for Women or Men - Super Soft, Durable Luxury Spa, Resort & Hotel Bathrobe, Generously Sized (Unisex) Cypress", "asin": "B01I3PYH2U", "price": "$97.95", "quantity": ""},
{"title": "Inner Wish Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\uff0cBLACK+DARK GREY\uff0cL/XL", "asin": "B0CBZGZ1PT", "price": "$19.99", "quantity": ""},
{"title": "PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Grey, S/M)", "asin": "B0DD3J47Z7", "price": "$29.99", "quantity": ""},
{"title": "Yurhap Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets", "asin": "B0C4SLYSY5", "price": "$17.99", "quantity": ""},
{"title": "Artfasion Mens Robes Plush Bathrobe: Ultra Soft Flannel Spa Bathrobe, Long Plush V-Neck Robe House Coat with Belt & 2 Pockets (Navy Blue,M)", "asin": "B0D96957NL", "price": "$23.37", "quantity": ""},
{"title": "Ross Michaels Mens Robe Hooded Wrap Style - Mid Length Plush Fleece Bathrobe (Pewter Gray, 2X-Large/3X-Large)", "asin": "B0BFJZ7YVV", "price": "$19.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:51:40.474Z", // 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": 2663,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:51:11.893Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T05:51:13.210Z\", \"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\": \"robe for men\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n {\"title\": \"Dragon Fruit, 1 Each\", \"asin\": \"B07FZCT282\", \"price\": \"$5.99/lb\"},\n {\"title\": \"Organic Strawberries, 1 Lb\", \"asin\": \"B002B8Z98W\", \"price\": \"$3.99\"},\n {\"title\": \"siggi's\\u00ae Probiotic Drinkable Whole Milk Yogurt, Strawberry, 8 oz. \\u2013 Single Serving, Only 5 Ingredients\", \"asin\": \"B06XRR9DZT\", \"price\": \"$2.49\"},\n {\"title\": \"WATER DISTILLED\", \"asin\": \"B0BFK2P2PT\", \"price\": \"$5.49\"},\n {\"title\": \"MILK REDUCE FAT 2PRCT ORG\", \"asin\": \"B08KZ7QXLD\", \"price\": \"$8.39\"}\n ],\n \"product_details\": [\n {\n \"title\": \"NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe\"\n},\n {\n \"price\": \"$19.99\"\n},\n {\n \"bullet_list\": \"Size & Packs - You have chosen the '2X-Large/3X-Large (Pack of 1)', Please refer to the 'Size Chart' for detailed measurements. Soft Hooded Fleece Bathrobe - Enjoy unrivaled comfort with our Hooded Fleece Bathrobe. Made from coral fleece, it's super soft and plush, ideal for lounging and relaxation after a long day. Its soft, fluffy texture and classic design with a hood offer both comfort and a stylish look. Adjustable Waist Belt - Each bathrobe features an adjustable waist belt that assists in securely closing the robe from the front so that you can wear it with confidence. Front Pockets - The two front pockets give you the option of keeping frequently used items in it when it\\u2019s worn for a good part of the day. Pile and Nap Effect - This product might show a Pile and Nap effect on the shade of the robe under different light sources.\"\n},\n {\n \"asin\": \"B08YDTBN6N\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Large-3X-Large (Pack of 1)\"\n},\n {\n \"Color\": \"Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe, Large-X-Large, Grey\", \"asin\": \"B072L78FT4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"MONARCH Plush Lined Microfiber Bath Robe for Women or Men - Super Soft, Durable Luxury Spa, Resort & Hotel Bathrobe, Generously Sized (Unisex) Cypress\", \"asin\": \"B01I3PYH2U\", \"price\": \"$97.95\", \"quantity\": \"\"},\n {\"title\": \"Inner Wish Mens Hooded Robe, Plush Long Bath robes Cozy Warm Bathrobe Fuzzy male Spa Robe With Pockets\\uff0cBLACK+DARK GREY\\uff0cL/XL\", \"asin\": \"B0CBZGZ1PT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"PJGGZ Men's Bathrobes with Hood, Soft Long Towel Robe for Men - Super Absorbent Quick Dry yet Warm (Grey, S/M)\", \"asin\": \"B0DD3J47Z7\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yurhap Luxury Mens Robe with Hood, Ultra Cozy Fleece Bathrobe for Men, Plush Hooded Robe with Belt & 2 Pockets\", \"asin\": \"B0C4SLYSY5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Artfasion Mens Robes Plush Bathrobe: Ultra Soft Flannel Spa Bathrobe, Long Plush V-Neck Robe House Coat with Belt & 2 Pockets (Navy Blue,M)\", \"asin\": \"B0D96957NL\", \"price\": \"$23.37\", \"quantity\": \"\"},\n {\"title\": \"Ross Michaels Mens Robe Hooded Wrap Style - Mid Length Plush Fleece Bathrobe (Pewter Gray, 2X-Large/3X-Large)\", \"asin\": \"B0BFJZ7YVV\", \"price\": \"$19.99\", \"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\": \"2025-04-16T05:51:40.474Z\", // 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\": \"2025-04-16T05:51:11.893Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T05:51:13.210Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:51:40.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\", \"asin\": \"B07YDL169Y\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe\", \"asin\": \"B075SDZ1WQ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Evshine Women's Fuzzy Slippers Cross Band Memory Foam House Slippers Open Toe\", \"asin\": \"B089VKP25W\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"RockDove Men's Original Two-Tone Memory Foam Slipper\", \"asin\": \"B01MR34D28\", \"price\": \"$23.98\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe\", \"asin\": \"B072L78FT4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"PAVILIA Premium Womens Plush Soft Robe Fluffy, Warm, Fleece Sherpa Shaggy Bathrobe\", \"asin\": \"B084P26Q3R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Evshine Women's Fuzzy Slippers Cross Band Memory Foam House Slippers Open Toe\", \"asin\": \"B089VN8N3R\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Premium Women's Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe\", \"asin\": \"B07N2XSKDT\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"PAVILIA Premium Womens Plush Soft Robe Fluffy, Warm, Fleece Sherpa Shaggy Bathrobe\", \"asin\": \"B084PBWBJR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Beverly Hills Polo Club Men's Beverly Hills Polo Polar Fleece Set W/Thermal Top\", \"asin\": \"B0BF7LMXNK\", \"price\": \"$17.45\", \"quantity\": \"\"},\n {\"title\": \"LAPG Men's Terrain Flex Straight Fit Pant, Tactical Stretch Pants for Men, Durable 9 Pocket Covert Casual EDC Pant\", \"asin\": \"B09VLL7D6W\", \"price\": \"$54.99\", \"quantity\": \"\"},\n {\"title\": \"Beverly Hills Polo Club Men's Beverly Hills Polo Polar Fleece Set W/Thermal Top\", \"asin\": \"B0BGL492M4\", \"price\": \"$17.25\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Large/X-Large, Grey\", \"asin\": \"B075SGYNLT\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large-X-Large (Pack of 1)\"}, {\"Color\": \"Grey\"}]},\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"delivery\": \"Two-Day FREE delivery Thu, Apr 17 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large (Pack of 1)\"}, {\"Color\": \"Light Grey\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"hiccapop Pregnancy Pillow for Maternity - Memory Foam Maternity Pillows Support Body, Belly, Back, Knees\", \"asin\": \"B01KG84CLI\", \"options\": []},\n {\"title\": \"Trustworthy Online Controlled Experiments\", \"asin\": \"1108724264\", \"options\": []},\n {\"title\": \"White Classic Luxury Soft Ivory Bath Sheet Towels - 650 GSM Cotton Luxury Bath Towels Extra Large 35x70 | Highly Absorbent and Quick Dry | Hotel Collection Extra Large Bath Towels Oversized, 2 Pack\", \"asin\": \"B0BTKBRSL8\", \"options\": []},\n {\"title\": \"FUNSOBA Clear Glass Flower Vase with Gold Mouth for Centerpieces Home Wedding Decoration (1, Large 5.2\\\" x 9.9\\u201c)\", \"asin\": \"B09496TLXB\", \"options\": [{\"Item Package Quantity\": \"1\"}, {\"Size\": \"Large 5.2\\\\\\\" x 9.9\\u201c\"}]},\n {\"title\": \"Organic Vitamin E Oil for Skin & Scars |100% Pure Natural Vitamin E Serum Hand Made in South Carolina | 15000 IU Vitamin E for Face & Hair| Non-GMO, Gluten & Cruelty Free, Vegan | Unscented 1 Fl Oz\", \"asin\": \"B01A9JE5MA\", \"options\": []},\n {\"title\": \"New Classic Furniture Oscar Dining Chair (Set of Two), 100% Polyester Natural Beige Fabric, Walnut Brown Finish\", \"asin\": \"B07YD4VG21\", \"options\": [{\"Color\": \"Walnut\"}, {\"Style\": \"Set of 2\"}]},\n {\"title\": \"Livinia Cabin Dining Chair Set of 2, Solid Malaysian Oak PU Leather Upholstered Cushion Seat Wooden Ladder Back Side Chairs (Walnut) Assembly Required\", \"asin\": \"B0B73KN68L\", \"options\": [{\"Color\": \"Walnut\"}, {\"Style\": \"Ladder-Back\"}]},\n {\"title\": \"East West Furniture NFC-MAH-C Norfolk Dinette Chairs - Linen Fabric Upholstered Wooden Chairs, Set of 2, Mahogany\", \"asin\": \"B00TV4682U\", \"options\": [{\"Style\": \"NFC-MAH-C\"}]},\n {\"title\": \"Hallmark 6\\\" Small Holiday Gift Bags (8 Bags: Winter Foliage, Rustic Snowman, \\\"Joy\\\" on Red, Black and White Trees) for Gift Cards, Winter Wedding Party Favors, Teacher Presents\", \"asin\": \"B09SQGL9JH\", \"options\": [{\"Size\": \"8 Count (Pack of 1)\"}]},\n {\"title\": \"Signature Design by Ashley Skempton Cottage Dining Room Table Set with 6 Upholstered Chairs, Whitewash\", \"asin\": \"B07G1B6RHN\", \"price\": \"$621.70\", \"options\": [{\"Color\": \"Whitewash\"}]}\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\": \"2025-04-16T05:51:57.084Z\", // 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
|
2025-04-16T05:51:57.084Z
|
purchase
|
B075SGYNLT, B0DM98VFF8
|
rule
|
2025-04-16T05:51:57.084Z
|
train
| 2,664 |
2025-04-16T05:51:57.084Z
|
purchase
|
B075SGYNLT, B0DM98VFF8
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-16T05:51:11.893Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T05:51:13.210Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-16T05:51:40.474Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe", "asin": "B07YDL169Y", "price": "$17.99", "quantity": ""},
{"title": "NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe", "asin": "B075SDZ1WQ", "price": "$26.99", "quantity": ""},
{"title": "Evshine Women's Fuzzy Slippers Cross Band Memory Foam House Slippers Open Toe", "asin": "B089VKP25W", "price": "$14.99", "quantity": ""},
{"title": "RockDove Men's Original Two-Tone Memory Foam Slipper", "asin": "B01MR34D28", "price": "$23.98", "quantity": ""},
{"title": "NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe", "asin": "B072L78FT4", "price": "$17.99", "quantity": ""},
{"title": "PAVILIA Premium Womens Plush Soft Robe Fluffy, Warm, Fleece Sherpa Shaggy Bathrobe", "asin": "B084P26Q3R", "price": "$29.99", "quantity": ""},
{"title": "Evshine Women's Fuzzy Slippers Cross Band Memory Foam House Slippers Open Toe", "asin": "B089VN8N3R", "price": "$16.99", "quantity": ""},
{"title": "NY Threads Premium Women's Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe", "asin": "B07N2XSKDT", "price": "$14.99", "quantity": ""},
{"title": "PAVILIA Premium Womens Plush Soft Robe Fluffy, Warm, Fleece Sherpa Shaggy Bathrobe", "asin": "B084PBWBJR", "price": "$29.99", "quantity": ""},
{"title": "Beverly Hills Polo Club Men's Beverly Hills Polo Polar Fleece Set W/Thermal Top", "asin": "B0BF7LMXNK", "price": "$17.45", "quantity": ""},
{"title": "LAPG Men's Terrain Flex Straight Fit Pant, Tactical Stretch Pants for Men, Durable 9 Pocket Covert Casual EDC Pant", "asin": "B09VLL7D6W", "price": "$54.99", "quantity": ""},
{"title": "Beverly Hills Polo Club Men's Beverly Hills Polo Polar Fleece Set W/Thermal Top", "asin": "B0BGL492M4", "price": "$17.25", "quantity": ""}
],
"active_items": [
{"title": "NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Large/X-Large, Grey", "asin": "B075SGYNLT", "delivery": "One-Day FREE delivery Tomorrow, Apr 16 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Large-X-Large (Pack of 1)"}, {"Color": "Grey"}]},
{"title": "NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey", "asin": "B0DM98VFF8", "delivery": "Two-Day FREE delivery Thu, Apr 17 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Large (Pack of 1)"}, {"Color": "Light Grey"}]}
],
"saved_items": [
{"title": "hiccapop Pregnancy Pillow for Maternity - Memory Foam Maternity Pillows Support Body, Belly, Back, Knees", "asin": "B01KG84CLI", "options": []},
{"title": "Trustworthy Online Controlled Experiments", "asin": "1108724264", "options": []},
{"title": "White Classic Luxury Soft Ivory Bath Sheet Towels - 650 GSM Cotton Luxury Bath Towels Extra Large 35x70 | Highly Absorbent and Quick Dry | Hotel Collection Extra Large Bath Towels Oversized, 2 Pack", "asin": "B0BTKBRSL8", "options": []},
{"title": "FUNSOBA Clear Glass Flower Vase with Gold Mouth for Centerpieces Home Wedding Decoration (1, Large 5.2\" x 9.9\u201c)", "asin": "B09496TLXB", "options": [{"Item Package Quantity": "1"}, {"Size": "Large 5.2\\\" x 9.9\u201c"}]},
{"title": "Organic Vitamin E Oil for Skin & Scars |100% Pure Natural Vitamin E Serum Hand Made in South Carolina | 15000 IU Vitamin E for Face & Hair| Non-GMO, Gluten & Cruelty Free, Vegan | Unscented 1 Fl Oz", "asin": "B01A9JE5MA", "options": []},
{"title": "New Classic Furniture Oscar Dining Chair (Set of Two), 100% Polyester Natural Beige Fabric, Walnut Brown Finish", "asin": "B07YD4VG21", "options": [{"Color": "Walnut"}, {"Style": "Set of 2"}]},
{"title": "Livinia Cabin Dining Chair Set of 2, Solid Malaysian Oak PU Leather Upholstered Cushion Seat Wooden Ladder Back Side Chairs (Walnut) Assembly Required", "asin": "B0B73KN68L", "options": [{"Color": "Walnut"}, {"Style": "Ladder-Back"}]},
{"title": "East West Furniture NFC-MAH-C Norfolk Dinette Chairs - Linen Fabric Upholstered Wooden Chairs, Set of 2, Mahogany", "asin": "B00TV4682U", "options": [{"Style": "NFC-MAH-C"}]},
{"title": "Hallmark 6\" Small Holiday Gift Bags (8 Bags: Winter Foliage, Rustic Snowman, \"Joy\" on Red, Black and White Trees) for Gift Cards, Winter Wedding Party Favors, Teacher Presents", "asin": "B09SQGL9JH", "options": [{"Size": "8 Count (Pack of 1)"}]},
{"title": "Signature Design by Ashley Skempton Cottage Dining Room Table Set with 6 Upholstered Chairs, Whitewash", "asin": "B07G1B6RHN", "price": "$621.70", "options": [{"Color": "Whitewash"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-16T05:51:57.084Z", // 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>B075SGYNLT, B0DM98VFF8</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B075SGYNLT, B0DM98VFF8</answer_argument>",
"index": 2664,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-04-16T05:51:11.893Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T05:51:13.210Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T05:51:40.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe\", \"asin\": \"B07YDL169Y\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Men's Hooded Fleece Bathrobe Plush Long Spa Robe\", \"asin\": \"B075SDZ1WQ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Evshine Women's Fuzzy Slippers Cross Band Memory Foam House Slippers Open Toe\", \"asin\": \"B089VKP25W\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"RockDove Men's Original Two-Tone Memory Foam Slipper\", \"asin\": \"B01MR34D28\", \"price\": \"$23.98\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Luxurious Mens Shawl Collar Fleece Bathrobe Long Spa Robe\", \"asin\": \"B072L78FT4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"PAVILIA Premium Womens Plush Soft Robe Fluffy, Warm, Fleece Sherpa Shaggy Bathrobe\", \"asin\": \"B084P26Q3R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Evshine Women's Fuzzy Slippers Cross Band Memory Foam House Slippers Open Toe\", \"asin\": \"B089VN8N3R\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Premium Women's Robe Plush Soft Long Bathrobe Warm Fleece Shawl Collar Spa Robe\", \"asin\": \"B07N2XSKDT\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"PAVILIA Premium Womens Plush Soft Robe Fluffy, Warm, Fleece Sherpa Shaggy Bathrobe\", \"asin\": \"B084PBWBJR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Beverly Hills Polo Club Men's Beverly Hills Polo Polar Fleece Set W/Thermal Top\", \"asin\": \"B0BF7LMXNK\", \"price\": \"$17.45\", \"quantity\": \"\"},\n {\"title\": \"LAPG Men's Terrain Flex Straight Fit Pant, Tactical Stretch Pants for Men, Durable 9 Pocket Covert Casual EDC Pant\", \"asin\": \"B09VLL7D6W\", \"price\": \"$54.99\", \"quantity\": \"\"},\n {\"title\": \"Beverly Hills Polo Club Men's Beverly Hills Polo Polar Fleece Set W/Thermal Top\", \"asin\": \"B0BGL492M4\", \"price\": \"$17.25\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"NY Threads Mens Hooded Fleece Bathrobe Plush Long Spa Robe Pack of 1, Large/X-Large, Grey\", \"asin\": \"B075SGYNLT\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large-X-Large (Pack of 1)\"}, {\"Color\": \"Grey\"}]},\n {\"title\": \"NY Threads Womens Fleece Hooded Bathrobe Plush Long Spa Robe, Large, Light Grey\", \"asin\": \"B0DM98VFF8\", \"delivery\": \"Two-Day FREE delivery Thu, Apr 17 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large (Pack of 1)\"}, {\"Color\": \"Light Grey\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"hiccapop Pregnancy Pillow for Maternity - Memory Foam Maternity Pillows Support Body, Belly, Back, Knees\", \"asin\": \"B01KG84CLI\", \"options\": []},\n {\"title\": \"Trustworthy Online Controlled Experiments\", \"asin\": \"1108724264\", \"options\": []},\n {\"title\": \"White Classic Luxury Soft Ivory Bath Sheet Towels - 650 GSM Cotton Luxury Bath Towels Extra Large 35x70 | Highly Absorbent and Quick Dry | Hotel Collection Extra Large Bath Towels Oversized, 2 Pack\", \"asin\": \"B0BTKBRSL8\", \"options\": []},\n {\"title\": \"FUNSOBA Clear Glass Flower Vase with Gold Mouth for Centerpieces Home Wedding Decoration (1, Large 5.2\\\" x 9.9\\u201c)\", \"asin\": \"B09496TLXB\", \"options\": [{\"Item Package Quantity\": \"1\"}, {\"Size\": \"Large 5.2\\\\\\\" x 9.9\\u201c\"}]},\n {\"title\": \"Organic Vitamin E Oil for Skin & Scars |100% Pure Natural Vitamin E Serum Hand Made in South Carolina | 15000 IU Vitamin E for Face & Hair| Non-GMO, Gluten & Cruelty Free, Vegan | Unscented 1 Fl Oz\", \"asin\": \"B01A9JE5MA\", \"options\": []},\n {\"title\": \"New Classic Furniture Oscar Dining Chair (Set of Two), 100% Polyester Natural Beige Fabric, Walnut Brown Finish\", \"asin\": \"B07YD4VG21\", \"options\": [{\"Color\": \"Walnut\"}, {\"Style\": \"Set of 2\"}]},\n {\"title\": \"Livinia Cabin Dining Chair Set of 2, Solid Malaysian Oak PU Leather Upholstered Cushion Seat Wooden Ladder Back Side Chairs (Walnut) Assembly Required\", \"asin\": \"B0B73KN68L\", \"options\": [{\"Color\": \"Walnut\"}, {\"Style\": \"Ladder-Back\"}]},\n {\"title\": \"East West Furniture NFC-MAH-C Norfolk Dinette Chairs - Linen Fabric Upholstered Wooden Chairs, Set of 2, Mahogany\", \"asin\": \"B00TV4682U\", \"options\": [{\"Style\": \"NFC-MAH-C\"}]},\n {\"title\": \"Hallmark 6\\\" Small Holiday Gift Bags (8 Bags: Winter Foliage, Rustic Snowman, \\\"Joy\\\" on Red, Black and White Trees) for Gift Cards, Winter Wedding Party Favors, Teacher Presents\", \"asin\": \"B09SQGL9JH\", \"options\": [{\"Size\": \"8 Count (Pack of 1)\"}]},\n {\"title\": \"Signature Design by Ashley Skempton Cottage Dining Room Table Set with 6 Upholstered Chairs, Whitewash\", \"asin\": \"B07G1B6RHN\", \"price\": \"$621.70\", \"options\": [{\"Color\": \"Whitewash\"}]}\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\": \"2025-04-16T05:51:57.084Z\", // 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\": \"delta table\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)\", \"asin\": \"B0CLRLGY4N\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Diroan Kids Functional Desk and Chair Set, Ergonomic Height Adjustable Children School Study Desk with Tilt Desktop, Book Stand, LED Light, Metal Hook and Storage Drawer for Boys Girls(Grey)\", \"asin\": \"B0CNJRZ4WB\", \"price\": \"$115.59\", \"quantity\": \"\"},\n {\"title\": \"VASAGLE Bar Table and Chairs Set, Square Table With 2 Stools, Dining Pub Set for 2, Space Saving for Kitchen Breakfast, Living Room, Party Room, Golden Oak and Cloud White\", \"asin\": \"B0CQ81Z4GL\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"DlandHome Computer Desk Folding Table 39.4 inches Writing Desk for Small Space Study Table Laptop Desk No Assembly Required Teak&Black\", \"asin\": \"B07RS353M9\", \"price\": \"$104.49\", \"quantity\": \"\"},\n {\"title\": \"Brelley Kids Table and 4 Chairs Set, Height Adjustable Toddler Table and Chair Set, Graffiti Desktop, Non-Slip Legs, Max 300lbs, Children Multi-Activity Table for Ages 2-8\", \"asin\": \"B0D986MT5M\", \"price\": \"$139.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Sloane 4 Drawer Dresser with Changing Top, Bianca White w/Melted Bronze\", \"asin\": \"B08GD2RFVD\", \"price\": \"$399.98\", \"delivery\": \"FREE delivery May 7 - 8 Or fastest delivery Wed, May 7\"},\n {\"title\": \"MySize Kids Wood Table and Chair Set (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time & More - Greenguard Gold Certified, Grey, 3 Piece Set\", \"asin\": \"B076MR5C4L\", \"price\": \"$59.49\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and Chair Set (4 Chairs Included), Grey/Blue\", \"asin\": \"B07FCLPPXQ\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"4-Piece Toddler Playroom Set, Grey/White\", \"asin\": \"B0B48RKXVL\", \"price\": \"$54.39\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and Chair Set with Storage (2 Chairs Included), Grey/Blue\", \"asin\": \"B07TDMJF5P\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Infant Changing Table with Pad, White\", \"asin\": \"B00GUN43AY\", \"price\": \"$99.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"MySize Kids Table with 4 Chairs, Bianca White/Pastel\", \"asin\": \"B0B3S86R7N\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Fri, May 9 for Prime members\"},\n {\"title\": \"MySize Chair Desk With Storage Bin, Grey\", \"asin\": \"B07JQDF12D\", \"price\": \"$32.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Finn Table and Chair Set with Storage, White/Grey\", \"asin\": \"B0CH1R87YT\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and Chair Set with Storage (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Disney Princess\", \"asin\": \"B09MSR6XMR\", \"price\": \"$49.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Scout Changing Table - Greenguard Gold Certified, Bianca White/Natural\", \"asin\": \"B0D7FN8KF2\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"The Play Kit - Kids Table & Chairs Set with Sustainably Sourced Wood Table & 2 Non-Toxic Bucket Seat Chairs - Safe & Comfortable - Natural/Sage\", \"asin\": \"B0C5RXNWG4\", \"price\": \"$295.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"4 Tier Kids Wooden Bookshelf,Five Layer Sling Children Bookcase,Baby Storage Book Rack,Book and Toy Organizer Cabinet Chest,Book Display Shelf,Playroom Nursery Classroom Library\", \"asin\": \"B0C2V5HXKL\", \"price\": \"$69.99\", \"delivery\": \"$19.99 delivery May 12 - 13\"},\n {\"title\": \"Emily Changing Table In Natural, Comes With 1\\\" Changing Pad, Features Two Shelves, Portable Changing Station, Made Of Sustainable New Zealand Pinewood\", \"asin\": \"B007E7XDZG\", \"price\": \"$95.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Montessori Weaning Table and Chair Set,Real Hardwood, Desk for Toddler Reading,Snack Time,Playroom,Activity Cube,Step Stool,1-3 Year Old Kids Montessori Furniture\", \"asin\": \"B0BXFDM2MR\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Kids Table and Chair Set With Storage (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Nick Jr. PAW Patrol\", \"asin\": \"B00YGHFL4S\", \"price\": \"$57.01\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Disney Minnie Mouse Kids Table and Chair Set 3- Piece Set (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homework & More, Pink\", \"asin\": \"B00AG3QM7Q\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Homestead Kids Table & 2 Chairs Set - Ideal for Arts & Crafts, Greenguard Gold Certified, Grey\", \"asin\": \"B08PJ3H1WR\", \"price\": \"$117.44\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"MySize Kids Convertible Activity Bench - Greenguard Gold Certified, Grey\", \"asin\": \"B07QHKV3VD\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Baby Changing Table Portable Folding Diaper Changing Station with Wheels, Adjustable Height Mobile Nursery Organizer with Safety Belt and Large Storage Racks for Newborn Baby and Infant, Gray\", \"asin\": \"B086ZWD5JX\", \"price\": \"$75.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Jool Baby Soft Changing Pad + Washable Cover, Non-Slip - Fits Standard Changing Tables & Dressers (Gray)\", \"asin\": \"B08KHD615K\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Kids Wood Table and Chair Set, Kids Play Table with 2 Chairs,3 Pieces Kids Round Table for Toddlers, Girls, Boys,White\", \"asin\": \"B091927CNJ\", \"price\": \"$72.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and 2 Chairs Set, Height Adjustable Toddler Desk and Chair Set, Graffiti Desktop, Classroom/Daycare/Home, Children Multi-Activity Table for Ages 2-8\", \"asin\": \"B0BX6KC7ZN\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery May 8 - 12\"},\n {\"title\": \"Princess Crown Kids Wood Table and Chair Set with Storage - Greenguard Gold Certified, White/Pink\", \"asin\": \"B07NBVS46H\", \"price\": \"$48.98\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Chair Desk with Storage Bin, Disney Princess\", \"asin\": \"B09MSSTP9S\", \"price\": \"$40.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Essex Convertible Changing Table with Drawer, Bianca White/Natural\", \"asin\": \"B0928N5PHC\", \"price\": \"$179.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Chair Desk With Storage Bin, Sesame Street\", \"asin\": \"B0057GU264\", \"price\": \"$40.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Kids Table and Chairs, 3 in 1 Kids Wooden Activity Table Set with Storage Drawer, Detachable Tabletop, Toddler Furniture Set for Drawing Reading Art Craft, Playroom, Nursery, Grey\", \"asin\": \"B0DMK9YJY5\", \"price\": \"$84.99\", \"delivery\": \"FREE delivery May 7 - 9 Only 18 left in stock - order soon.\"},\n {\"title\": \"Kids Table and 4 Chairs Set, Height Adjustable Toddler Table and Chair Set, Graffiti Desktop, Non-Slip Legs, Max 300lbs, Children Multi-Activity Table for Ages 2-8\", \"asin\": \"B0B5T2JLG3\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery May 8 - 12\"},\n {\"title\": \"Kids Art Table and Chairs Set, Craft Desk with Large Storage and Portable Art Supply Organizer for Children Ages 8-12, 47\\\" L x 30\\\" W\", \"asin\": \"B0BK9TG756\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Wed, May 7\"},\n {\"title\": \"GAP GapKids Table and 4 Chair Set - Greenguard Gold Certified, Blush/Natural\", \"asin\": \"B0BYTH995G\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Mon, May 12 for Prime members\"},\n {\"title\": \"Space Adventure Kids Table and Chair Set\", \"asin\": \"B08F8LB619\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Flat Top Changing Table with Wheels and Changing Pad - Greenguard Gold Certified, Bianca White\", \"asin\": \"B01NAVAYB2\", \"price\": \"$94.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Essex Kids' Desk & Chair Set-Greenguard Gold Certified-Ideal for Arts & Crafts, Snack Time, Studying-for Ages 4 Years+, Grey/Natural\", \"asin\": \"B099KLJN8K\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Thu, May 15 for Prime members\"},\n {\"title\": \"Marvel Spider Man Kids Table Set with Storage (2 Chairs Included) Greenguard Gold Certified, Onesize, Blue/Red\", \"asin\": \"B09WXLNG1V\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Eclipse Changing Table with Changing Pad, White\", \"asin\": \"B004FURIAG\", \"price\": \"$122.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Chelsea 3-Piece Table and Chairs Set with Storage\", \"asin\": \"B07KWZQ9NW\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery May 7 - 8 Or fastest delivery Wed, May 7\"},\n {\"title\": \"Chair Desk With Storage Bin - Greenguard Gold Certified, Spider-Man, Arm Rest, Cushion Availability, Engineered Wood\", \"asin\": \"B015WKNNS8\", \"price\": \"$37.98\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Disney Minnie Mouse Storage Table and Chairs Set\", \"asin\": \"B00IGISK0A\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery May 6 - 7\"},\n {\"title\": \"Chair Desk With Storage Bin, Disney Minnie Mouse\", \"asin\": \"B0087XPDTU\", \"price\": \"$40.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Play N Store Building Bricks Play Table with 100+ Play Bricks Included - Large Brick Plate Compatible with Lego, MegaBlocks & More - Legs Fold for Easy Under Bed Storage, Grey\", \"asin\": \"B0DH4BLD6S\", \"price\": \"$109.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6 Only 7 left in stock (more on the way).\"},\n {\"title\": \"Bistro Kids Play Table - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Black Metal/Grey Barnboard\", \"asin\": \"B09MSS7JPM\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, May 12 for Prime members\"},\n {\"title\": \"Windsor 2-Piece Chair Set, Blush Pink\", \"asin\": \"B093XLWS6K\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Fri, May 9 for Prime members\"},\n {\"title\": \"Huck Convertible Changing Table, Bianca White\", \"asin\": \"B0947CZWWZ\", \"price\": \"$136.56\", \"delivery\": \"FREE delivery May 7 - 8 Or fastest delivery Wed, May 7 Only 20 left in stock - order soon.\"},\n {\"title\": \"Disney Minnie Mouse 4 Seat Activity Picnic Table with Lego Compatible Tabletop\", \"asin\": \"B09L28TVQN\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6 Only 13 left in stock (more on the way).\"},\n {\"title\": \"Compact Play & Learn Sensory Table for Kids \\u2013 Includes Musical Instruments - Use as Sand Table/Sensory Table/Activity Table/Montessori Toy, White/Natural\", \"asin\": \"B0DH4C5MCN\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Play and Learn Sensory Table for Kids Includes Shape Sorting, Building Block Baseplate, Gears and Musical Instruments - Use as Sand/Activity Table, White/Primary\", \"asin\": \"B0CHTGNNLS\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Chair Desk with Storage Bin - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework, Reading & More, Nick Jr. PAW Patrol, with Cup Holders|Arm Rest, Engineered Wood\", \"asin\": \"B01G959WSU\", \"price\": \"$39.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Foam Contoured Changing Pad with Waterproof Cover\", \"asin\": \"B08543W8SH\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Chair Desk With Storage Bin, Disney Mickey Mouse\", \"asin\": \"B0087XPDSQ\", \"price\": \"$40.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Bluey 3-Piece Toddler Playroom Set \\u2013 Includes Table, Chair and Toy Box, Blue\", \"asin\": \"B0DH4C6S3X\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Chair Desk With Storage Bin, Disney/Pixar Cars\", \"asin\": \"B0727Y9Q8F\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Wooden Table and 2 Chairs Set, White - Square Kids Table and Chair Set for Toddlers and Children for Arts, Crafts, and Snack Time - Sturdy, Durable Toddler Activity Table\", \"asin\": \"B01KZTJI4Y\", \"price\": \"$85.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Palmer End/Side Table, Greenguard Gold Certified, Dark Chocolate\", \"asin\": \"B0925SJJZP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery May 6 - 7\"},\n {\"title\": \"Jade Changing Table/Cart, Ebony Melamine/Bronze\", \"asin\": \"B0C9KRTDFL\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and Chair Set, 3 in 1 Wooden Activity Table with Storage Drawer, Detachable Tabletop for Children Drawing Reading Art Craft, Playroom, Nursery, Toddler Table and Chair Set, Gray\", \"asin\": \"B0851FS1Z4\", \"price\": \"$85.99\", \"delivery\": \"FREE delivery May 12 - 14\"},\n {\"title\": \"Hayes Changing Table and Dresser for Bedroom with 6 Fabric Drawers, Charcoal Grey/Flax\", \"asin\": \"B0CLWM8LQK\", \"price\": \"$129.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Only 9 left in stock (more on the way).\"},\n {\"title\": \"Disney Minnie Mouse 4-Piece Toddler Room-in-a-Box Set \\u2013 Includes Sleep and Play Toddler Bed, Table, 1 Chair and Toy Box, Pink\", \"asin\": \"B0CHTBH5N7\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"babyGap Deluxe Play Yard by Delta Children - Features a Removable Bassinet and Changing Table, Black Camo\", \"asin\": \"B0BTFXLJ5S\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Jeep Milestone 6-in-1 High Chair by Delta Children - High Chair Converts to Stool, Booster Seat, Toddler Chair, Activity Table and Desk and Chair, Sage Green\", \"asin\": \"B0CXVWXJZS\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, May 7 Only 19 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\": \"2025-05-04T18:56:01.457Z\", // 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
|
2025-05-04T18:56:01.457Z
|
input
|
delta infant table
|
rule
|
2025-05-04T18:56:01.457Z
|
train
| 2,665 |
2025-05-04T18:56:01.457Z
|
input
|
delta infant table
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "delta table"
}
],
"promotion_items": [
{"title": "PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)", "asin": "B0CLRLGY4N", "price": "$19.98", "quantity": ""},
{"title": "Diroan Kids Functional Desk and Chair Set, Ergonomic Height Adjustable Children School Study Desk with Tilt Desktop, Book Stand, LED Light, Metal Hook and Storage Drawer for Boys Girls(Grey)", "asin": "B0CNJRZ4WB", "price": "$115.59", "quantity": ""},
{"title": "VASAGLE Bar Table and Chairs Set, Square Table With 2 Stools, Dining Pub Set for 2, Space Saving for Kitchen Breakfast, Living Room, Party Room, Golden Oak and Cloud White", "asin": "B0CQ81Z4GL", "price": "$109.99", "quantity": ""},
{"title": "DlandHome Computer Desk Folding Table 39.4 inches Writing Desk for Small Space Study Table Laptop Desk No Assembly Required Teak&Black", "asin": "B07RS353M9", "price": "$104.49", "quantity": ""},
{"title": "Brelley Kids Table and 4 Chairs Set, Height Adjustable Toddler Table and Chair Set, Graffiti Desktop, Non-Slip Legs, Max 300lbs, Children Multi-Activity Table for Ages 2-8", "asin": "B0D986MT5M", "price": "$139.99", "quantity": ""}
],
"search_results": [
{"title": "Sloane 4 Drawer Dresser with Changing Top, Bianca White w/Melted Bronze", "asin": "B08GD2RFVD", "price": "$399.98", "delivery": "FREE delivery May 7 - 8 Or fastest delivery Wed, May 7"},
{"title": "MySize Kids Wood Table and Chair Set (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time & More - Greenguard Gold Certified, Grey, 3 Piece Set", "asin": "B076MR5C4L", "price": "$59.49", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Kids Table and Chair Set (4 Chairs Included), Grey/Blue", "asin": "B07FCLPPXQ", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "4-Piece Toddler Playroom Set, Grey/White", "asin": "B0B48RKXVL", "price": "$54.39", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Kids Table and Chair Set with Storage (2 Chairs Included), Grey/Blue", "asin": "B07TDMJF5P", "price": "$59.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Infant Changing Table with Pad, White", "asin": "B00GUN43AY", "price": "$99.00", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "MySize Kids Table with 4 Chairs, Bianca White/Pastel", "asin": "B0B3S86R7N", "price": "$129.99", "delivery": "FREE delivery Fri, May 9 for Prime members"},
{"title": "MySize Chair Desk With Storage Bin, Grey", "asin": "B07JQDF12D", "price": "$32.39", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "Finn Table and Chair Set with Storage, White/Grey", "asin": "B0CH1R87YT", "price": "$49.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Kids Table and Chair Set with Storage (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Disney Princess", "asin": "B09MSR6XMR", "price": "$49.00", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Scout Changing Table - Greenguard Gold Certified, Bianca White/Natural", "asin": "B0D7FN8KF2", "price": "$84.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "The Play Kit - Kids Table & Chairs Set with Sustainably Sourced Wood Table & 2 Non-Toxic Bucket Seat Chairs - Safe & Comfortable - Natural/Sage", "asin": "B0C5RXNWG4", "price": "$295.00", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "4 Tier Kids Wooden Bookshelf,Five Layer Sling Children Bookcase,Baby Storage Book Rack,Book and Toy Organizer Cabinet Chest,Book Display Shelf,Playroom Nursery Classroom Library", "asin": "B0C2V5HXKL", "price": "$69.99", "delivery": "$19.99 delivery May 12 - 13"},
{"title": "Emily Changing Table In Natural, Comes With 1\" Changing Pad, Features Two Shelves, Portable Changing Station, Made Of Sustainable New Zealand Pinewood", "asin": "B007E7XDZG", "price": "$95.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Montessori Weaning Table and Chair Set,Real Hardwood, Desk for Toddler Reading,Snack Time,Playroom,Activity Cube,Step Stool,1-3 Year Old Kids Montessori Furniture", "asin": "B0BXFDM2MR", "price": "$69.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Kids Table and Chair Set With Storage (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Nick Jr. PAW Patrol", "asin": "B00YGHFL4S", "price": "$57.01", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Disney Minnie Mouse Kids Table and Chair Set 3- Piece Set (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homework & More, Pink", "asin": "B00AG3QM7Q", "price": "$64.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Homestead Kids Table & 2 Chairs Set - Ideal for Arts & Crafts, Greenguard Gold Certified, Grey", "asin": "B08PJ3H1WR", "price": "$117.44", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "MySize Kids Convertible Activity Bench - Greenguard Gold Certified, Grey", "asin": "B07QHKV3VD", "price": "$54.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Baby Changing Table Portable Folding Diaper Changing Station with Wheels, Adjustable Height Mobile Nursery Organizer with Safety Belt and Large Storage Racks for Newborn Baby and Infant, Gray", "asin": "B086ZWD5JX", "price": "$75.99", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "Jool Baby Soft Changing Pad + Washable Cover, Non-Slip - Fits Standard Changing Tables & Dressers (Gray)", "asin": "B08KHD615K", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Kids Wood Table and Chair Set, Kids Play Table with 2 Chairs,3 Pieces Kids Round Table for Toddlers, Girls, Boys,White", "asin": "B091927CNJ", "price": "$72.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Kids Table and 2 Chairs Set, Height Adjustable Toddler Desk and Chair Set, Graffiti Desktop, Classroom/Daycare/Home, Children Multi-Activity Table for Ages 2-8", "asin": "B0BX6KC7ZN", "price": "$79.99", "delivery": "FREE delivery May 8 - 12"},
{"title": "Princess Crown Kids Wood Table and Chair Set with Storage - Greenguard Gold Certified, White/Pink", "asin": "B07NBVS46H", "price": "$48.98", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Chair Desk with Storage Bin, Disney Princess", "asin": "B09MSSTP9S", "price": "$40.00", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Essex Convertible Changing Table with Drawer, Bianca White/Natural", "asin": "B0928N5PHC", "price": "$179.99", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "Chair Desk With Storage Bin, Sesame Street", "asin": "B0057GU264", "price": "$40.00", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "Kids Table and Chairs, 3 in 1 Kids Wooden Activity Table Set with Storage Drawer, Detachable Tabletop, Toddler Furniture Set for Drawing Reading Art Craft, Playroom, Nursery, Grey", "asin": "B0DMK9YJY5", "price": "$84.99", "delivery": "FREE delivery May 7 - 9 Only 18 left in stock - order soon."},
{"title": "Kids Table and 4 Chairs Set, Height Adjustable Toddler Table and Chair Set, Graffiti Desktop, Non-Slip Legs, Max 300lbs, Children Multi-Activity Table for Ages 2-8", "asin": "B0B5T2JLG3", "price": "$139.99", "delivery": "FREE delivery May 8 - 12"},
{"title": "Kids Art Table and Chairs Set, Craft Desk with Large Storage and Portable Art Supply Organizer for Children Ages 8-12, 47\" L x 30\" W", "asin": "B0BK9TG756", "price": "$249.99", "delivery": "FREE delivery Wed, May 7"},
{"title": "GAP GapKids Table and 4 Chair Set - Greenguard Gold Certified, Blush/Natural", "asin": "B0BYTH995G", "price": "$99.99", "delivery": "FREE delivery Mon, May 12 for Prime members"},
{"title": "Space Adventure Kids Table and Chair Set", "asin": "B08F8LB619", "price": "$59.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Flat Top Changing Table with Wheels and Changing Pad - Greenguard Gold Certified, Bianca White", "asin": "B01NAVAYB2", "price": "$94.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Essex Kids' Desk & Chair Set-Greenguard Gold Certified-Ideal for Arts & Crafts, Snack Time, Studying-for Ages 4 Years+, Grey/Natural", "asin": "B099KLJN8K", "price": "$89.99", "delivery": "FREE delivery Thu, May 15 for Prime members"},
{"title": "Marvel Spider Man Kids Table Set with Storage (2 Chairs Included) Greenguard Gold Certified, Onesize, Blue/Red", "asin": "B09WXLNG1V", "price": "$50.00", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Eclipse Changing Table with Changing Pad, White", "asin": "B004FURIAG", "price": "$122.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Chelsea 3-Piece Table and Chairs Set with Storage", "asin": "B07KWZQ9NW", "price": "$89.99", "delivery": "FREE delivery May 7 - 8 Or fastest delivery Wed, May 7"},
{"title": "Chair Desk With Storage Bin - Greenguard Gold Certified, Spider-Man, Arm Rest, Cushion Availability, Engineered Wood", "asin": "B015WKNNS8", "price": "$37.98", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Disney Minnie Mouse Storage Table and Chairs Set", "asin": "B00IGISK0A", "price": "$49.99", "delivery": "FREE delivery May 6 - 7"},
{"title": "Chair Desk With Storage Bin, Disney Minnie Mouse", "asin": "B0087XPDTU", "price": "$40.00", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Play N Store Building Bricks Play Table with 100+ Play Bricks Included - Large Brick Plate Compatible with Lego, MegaBlocks & More - Legs Fold for Easy Under Bed Storage, Grey", "asin": "B0DH4BLD6S", "price": "$109.99", "delivery": " Two-Day FREE delivery Tue, May 6 Only 7 left in stock (more on the way)."},
{"title": "Bistro Kids Play Table - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Black Metal/Grey Barnboard", "asin": "B09MSS7JPM", "price": "$59.99", "delivery": "FREE delivery Mon, May 12 for Prime members"},
{"title": "Windsor 2-Piece Chair Set, Blush Pink", "asin": "B093XLWS6K", "price": "$139.99", "delivery": "FREE delivery Fri, May 9 for Prime members"},
{"title": "Huck Convertible Changing Table, Bianca White", "asin": "B0947CZWWZ", "price": "$136.56", "delivery": "FREE delivery May 7 - 8 Or fastest delivery Wed, May 7 Only 20 left in stock - order soon."},
{"title": "Disney Minnie Mouse 4 Seat Activity Picnic Table with Lego Compatible Tabletop", "asin": "B09L28TVQN", "price": "$59.99", "delivery": " Two-Day FREE delivery Tue, May 6 Only 13 left in stock (more on the way)."},
{"title": "Compact Play & Learn Sensory Table for Kids \u2013 Includes Musical Instruments - Use as Sand Table/Sensory Table/Activity Table/Montessori Toy, White/Natural", "asin": "B0DH4C5MCN", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "Play and Learn Sensory Table for Kids Includes Shape Sorting, Building Block Baseplate, Gears and Musical Instruments - Use as Sand/Activity Table, White/Primary", "asin": "B0CHTGNNLS", "price": "$149.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Chair Desk with Storage Bin - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework, Reading & More, Nick Jr. PAW Patrol, with Cup Holders|Arm Rest, Engineered Wood", "asin": "B01G959WSU", "price": "$39.00", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Foam Contoured Changing Pad with Waterproof Cover", "asin": "B08543W8SH", "price": "$17.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Chair Desk With Storage Bin, Disney Mickey Mouse", "asin": "B0087XPDSQ", "price": "$40.00", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "Bluey 3-Piece Toddler Playroom Set \u2013 Includes Table, Chair and Toy Box, Blue", "asin": "B0DH4C6S3X", "price": "$59.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Chair Desk With Storage Bin, Disney/Pixar Cars", "asin": "B0727Y9Q8F", "price": "$54.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Kids Wooden Table and 2 Chairs Set, White - Square Kids Table and Chair Set for Toddlers and Children for Arts, Crafts, and Snack Time - Sturdy, Durable Toddler Activity Table", "asin": "B01KZTJI4Y", "price": "$85.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Palmer End/Side Table, Greenguard Gold Certified, Dark Chocolate", "asin": "B0925SJJZP", "price": "$29.99", "delivery": "FREE delivery May 6 - 7"},
{"title": "Jade Changing Table/Cart, Ebony Melamine/Bronze", "asin": "B0C9KRTDFL", "price": "$129.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Kids Table and Chair Set, 3 in 1 Wooden Activity Table with Storage Drawer, Detachable Tabletop for Children Drawing Reading Art Craft, Playroom, Nursery, Toddler Table and Chair Set, Gray", "asin": "B0851FS1Z4", "price": "$85.99", "delivery": "FREE delivery May 12 - 14"},
{"title": "Hayes Changing Table and Dresser for Bedroom with 6 Fabric Drawers, Charcoal Grey/Flax", "asin": "B0CLWM8LQK", "price": "$129.00", "delivery": " One-Day FREE delivery Tomorrow, May 5 Only 9 left in stock (more on the way)."},
{"title": "Disney Minnie Mouse 4-Piece Toddler Room-in-a-Box Set \u2013 Includes Sleep and Play Toddler Bed, Table, 1 Chair and Toy Box, Pink", "asin": "B0CHTBH5N7", "price": "$89.99", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "babyGap Deluxe Play Yard by Delta Children - Features a Removable Bassinet and Changing Table, Black Camo", "asin": "B0BTFXLJ5S", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "Jeep Milestone 6-in-1 High Chair by Delta Children - High Chair Converts to Stool, Booster Seat, Toddler Chair, Activity Table and Desk and Chair, Sage Green", "asin": "B0CXVWXJZS", "price": "$99.99", "delivery": "FREE delivery Wed, May 7 Only 19 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": "2025-05-04T18:56:01.457Z", // 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>delta infant table</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>delta infant table</answer_argument>",
"index": 2665,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"delta table\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)\", \"asin\": \"B0CLRLGY4N\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Diroan Kids Functional Desk and Chair Set, Ergonomic Height Adjustable Children School Study Desk with Tilt Desktop, Book Stand, LED Light, Metal Hook and Storage Drawer for Boys Girls(Grey)\", \"asin\": \"B0CNJRZ4WB\", \"price\": \"$115.59\", \"quantity\": \"\"},\n {\"title\": \"VASAGLE Bar Table and Chairs Set, Square Table With 2 Stools, Dining Pub Set for 2, Space Saving for Kitchen Breakfast, Living Room, Party Room, Golden Oak and Cloud White\", \"asin\": \"B0CQ81Z4GL\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"DlandHome Computer Desk Folding Table 39.4 inches Writing Desk for Small Space Study Table Laptop Desk No Assembly Required Teak&Black\", \"asin\": \"B07RS353M9\", \"price\": \"$104.49\", \"quantity\": \"\"},\n {\"title\": \"Brelley Kids Table and 4 Chairs Set, Height Adjustable Toddler Table and Chair Set, Graffiti Desktop, Non-Slip Legs, Max 300lbs, Children Multi-Activity Table for Ages 2-8\", \"asin\": \"B0D986MT5M\", \"price\": \"$139.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Sloane 4 Drawer Dresser with Changing Top, Bianca White w/Melted Bronze\", \"asin\": \"B08GD2RFVD\", \"price\": \"$399.98\", \"delivery\": \"FREE delivery May 7 - 8 Or fastest delivery Wed, May 7\"},\n {\"title\": \"MySize Kids Wood Table and Chair Set (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time & More - Greenguard Gold Certified, Grey, 3 Piece Set\", \"asin\": \"B076MR5C4L\", \"price\": \"$59.49\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and Chair Set (4 Chairs Included), Grey/Blue\", \"asin\": \"B07FCLPPXQ\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"4-Piece Toddler Playroom Set, Grey/White\", \"asin\": \"B0B48RKXVL\", \"price\": \"$54.39\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and Chair Set with Storage (2 Chairs Included), Grey/Blue\", \"asin\": \"B07TDMJF5P\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Infant Changing Table with Pad, White\", \"asin\": \"B00GUN43AY\", \"price\": \"$99.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"MySize Kids Table with 4 Chairs, Bianca White/Pastel\", \"asin\": \"B0B3S86R7N\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Fri, May 9 for Prime members\"},\n {\"title\": \"MySize Chair Desk With Storage Bin, Grey\", \"asin\": \"B07JQDF12D\", \"price\": \"$32.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Finn Table and Chair Set with Storage, White/Grey\", \"asin\": \"B0CH1R87YT\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and Chair Set with Storage (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Disney Princess\", \"asin\": \"B09MSR6XMR\", \"price\": \"$49.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Scout Changing Table - Greenguard Gold Certified, Bianca White/Natural\", \"asin\": \"B0D7FN8KF2\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"The Play Kit - Kids Table & Chairs Set with Sustainably Sourced Wood Table & 2 Non-Toxic Bucket Seat Chairs - Safe & Comfortable - Natural/Sage\", \"asin\": \"B0C5RXNWG4\", \"price\": \"$295.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"4 Tier Kids Wooden Bookshelf,Five Layer Sling Children Bookcase,Baby Storage Book Rack,Book and Toy Organizer Cabinet Chest,Book Display Shelf,Playroom Nursery Classroom Library\", \"asin\": \"B0C2V5HXKL\", \"price\": \"$69.99\", \"delivery\": \"$19.99 delivery May 12 - 13\"},\n {\"title\": \"Emily Changing Table In Natural, Comes With 1\\\" Changing Pad, Features Two Shelves, Portable Changing Station, Made Of Sustainable New Zealand Pinewood\", \"asin\": \"B007E7XDZG\", \"price\": \"$95.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Montessori Weaning Table and Chair Set,Real Hardwood, Desk for Toddler Reading,Snack Time,Playroom,Activity Cube,Step Stool,1-3 Year Old Kids Montessori Furniture\", \"asin\": \"B0BXFDM2MR\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Kids Table and Chair Set With Storage (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Nick Jr. PAW Patrol\", \"asin\": \"B00YGHFL4S\", \"price\": \"$57.01\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Disney Minnie Mouse Kids Table and Chair Set 3- Piece Set (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homework & More, Pink\", \"asin\": \"B00AG3QM7Q\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Homestead Kids Table & 2 Chairs Set - Ideal for Arts & Crafts, Greenguard Gold Certified, Grey\", \"asin\": \"B08PJ3H1WR\", \"price\": \"$117.44\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"MySize Kids Convertible Activity Bench - Greenguard Gold Certified, Grey\", \"asin\": \"B07QHKV3VD\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Baby Changing Table Portable Folding Diaper Changing Station with Wheels, Adjustable Height Mobile Nursery Organizer with Safety Belt and Large Storage Racks for Newborn Baby and Infant, Gray\", \"asin\": \"B086ZWD5JX\", \"price\": \"$75.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Jool Baby Soft Changing Pad + Washable Cover, Non-Slip - Fits Standard Changing Tables & Dressers (Gray)\", \"asin\": \"B08KHD615K\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Kids Wood Table and Chair Set, Kids Play Table with 2 Chairs,3 Pieces Kids Round Table for Toddlers, Girls, Boys,White\", \"asin\": \"B091927CNJ\", \"price\": \"$72.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and 2 Chairs Set, Height Adjustable Toddler Desk and Chair Set, Graffiti Desktop, Classroom/Daycare/Home, Children Multi-Activity Table for Ages 2-8\", \"asin\": \"B0BX6KC7ZN\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery May 8 - 12\"},\n {\"title\": \"Princess Crown Kids Wood Table and Chair Set with Storage - Greenguard Gold Certified, White/Pink\", \"asin\": \"B07NBVS46H\", \"price\": \"$48.98\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Chair Desk with Storage Bin, Disney Princess\", \"asin\": \"B09MSSTP9S\", \"price\": \"$40.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Essex Convertible Changing Table with Drawer, Bianca White/Natural\", \"asin\": \"B0928N5PHC\", \"price\": \"$179.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Chair Desk With Storage Bin, Sesame Street\", \"asin\": \"B0057GU264\", \"price\": \"$40.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Kids Table and Chairs, 3 in 1 Kids Wooden Activity Table Set with Storage Drawer, Detachable Tabletop, Toddler Furniture Set for Drawing Reading Art Craft, Playroom, Nursery, Grey\", \"asin\": \"B0DMK9YJY5\", \"price\": \"$84.99\", \"delivery\": \"FREE delivery May 7 - 9 Only 18 left in stock - order soon.\"},\n {\"title\": \"Kids Table and 4 Chairs Set, Height Adjustable Toddler Table and Chair Set, Graffiti Desktop, Non-Slip Legs, Max 300lbs, Children Multi-Activity Table for Ages 2-8\", \"asin\": \"B0B5T2JLG3\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery May 8 - 12\"},\n {\"title\": \"Kids Art Table and Chairs Set, Craft Desk with Large Storage and Portable Art Supply Organizer for Children Ages 8-12, 47\\\" L x 30\\\" W\", \"asin\": \"B0BK9TG756\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Wed, May 7\"},\n {\"title\": \"GAP GapKids Table and 4 Chair Set - Greenguard Gold Certified, Blush/Natural\", \"asin\": \"B0BYTH995G\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Mon, May 12 for Prime members\"},\n {\"title\": \"Space Adventure Kids Table and Chair Set\", \"asin\": \"B08F8LB619\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Flat Top Changing Table with Wheels and Changing Pad - Greenguard Gold Certified, Bianca White\", \"asin\": \"B01NAVAYB2\", \"price\": \"$94.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Essex Kids' Desk & Chair Set-Greenguard Gold Certified-Ideal for Arts & Crafts, Snack Time, Studying-for Ages 4 Years+, Grey/Natural\", \"asin\": \"B099KLJN8K\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Thu, May 15 for Prime members\"},\n {\"title\": \"Marvel Spider Man Kids Table Set with Storage (2 Chairs Included) Greenguard Gold Certified, Onesize, Blue/Red\", \"asin\": \"B09WXLNG1V\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Eclipse Changing Table with Changing Pad, White\", \"asin\": \"B004FURIAG\", \"price\": \"$122.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Chelsea 3-Piece Table and Chairs Set with Storage\", \"asin\": \"B07KWZQ9NW\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery May 7 - 8 Or fastest delivery Wed, May 7\"},\n {\"title\": \"Chair Desk With Storage Bin - Greenguard Gold Certified, Spider-Man, Arm Rest, Cushion Availability, Engineered Wood\", \"asin\": \"B015WKNNS8\", \"price\": \"$37.98\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Disney Minnie Mouse Storage Table and Chairs Set\", \"asin\": \"B00IGISK0A\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery May 6 - 7\"},\n {\"title\": \"Chair Desk With Storage Bin, Disney Minnie Mouse\", \"asin\": \"B0087XPDTU\", \"price\": \"$40.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Play N Store Building Bricks Play Table with 100+ Play Bricks Included - Large Brick Plate Compatible with Lego, MegaBlocks & More - Legs Fold for Easy Under Bed Storage, Grey\", \"asin\": \"B0DH4BLD6S\", \"price\": \"$109.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6 Only 7 left in stock (more on the way).\"},\n {\"title\": \"Bistro Kids Play Table - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Black Metal/Grey Barnboard\", \"asin\": \"B09MSS7JPM\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, May 12 for Prime members\"},\n {\"title\": \"Windsor 2-Piece Chair Set, Blush Pink\", \"asin\": \"B093XLWS6K\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Fri, May 9 for Prime members\"},\n {\"title\": \"Huck Convertible Changing Table, Bianca White\", \"asin\": \"B0947CZWWZ\", \"price\": \"$136.56\", \"delivery\": \"FREE delivery May 7 - 8 Or fastest delivery Wed, May 7 Only 20 left in stock - order soon.\"},\n {\"title\": \"Disney Minnie Mouse 4 Seat Activity Picnic Table with Lego Compatible Tabletop\", \"asin\": \"B09L28TVQN\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6 Only 13 left in stock (more on the way).\"},\n {\"title\": \"Compact Play & Learn Sensory Table for Kids \\u2013 Includes Musical Instruments - Use as Sand Table/Sensory Table/Activity Table/Montessori Toy, White/Natural\", \"asin\": \"B0DH4C5MCN\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Play and Learn Sensory Table for Kids Includes Shape Sorting, Building Block Baseplate, Gears and Musical Instruments - Use as Sand/Activity Table, White/Primary\", \"asin\": \"B0CHTGNNLS\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Chair Desk with Storage Bin - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework, Reading & More, Nick Jr. PAW Patrol, with Cup Holders|Arm Rest, Engineered Wood\", \"asin\": \"B01G959WSU\", \"price\": \"$39.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Foam Contoured Changing Pad with Waterproof Cover\", \"asin\": \"B08543W8SH\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Chair Desk With Storage Bin, Disney Mickey Mouse\", \"asin\": \"B0087XPDSQ\", \"price\": \"$40.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Bluey 3-Piece Toddler Playroom Set \\u2013 Includes Table, Chair and Toy Box, Blue\", \"asin\": \"B0DH4C6S3X\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Chair Desk With Storage Bin, Disney/Pixar Cars\", \"asin\": \"B0727Y9Q8F\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Wooden Table and 2 Chairs Set, White - Square Kids Table and Chair Set for Toddlers and Children for Arts, Crafts, and Snack Time - Sturdy, Durable Toddler Activity Table\", \"asin\": \"B01KZTJI4Y\", \"price\": \"$85.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Palmer End/Side Table, Greenguard Gold Certified, Dark Chocolate\", \"asin\": \"B0925SJJZP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery May 6 - 7\"},\n {\"title\": \"Jade Changing Table/Cart, Ebony Melamine/Bronze\", \"asin\": \"B0C9KRTDFL\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and Chair Set, 3 in 1 Wooden Activity Table with Storage Drawer, Detachable Tabletop for Children Drawing Reading Art Craft, Playroom, Nursery, Toddler Table and Chair Set, Gray\", \"asin\": \"B0851FS1Z4\", \"price\": \"$85.99\", \"delivery\": \"FREE delivery May 12 - 14\"},\n {\"title\": \"Hayes Changing Table and Dresser for Bedroom with 6 Fabric Drawers, Charcoal Grey/Flax\", \"asin\": \"B0CLWM8LQK\", \"price\": \"$129.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Only 9 left in stock (more on the way).\"},\n {\"title\": \"Disney Minnie Mouse 4-Piece Toddler Room-in-a-Box Set \\u2013 Includes Sleep and Play Toddler Bed, Table, 1 Chair and Toy Box, Pink\", \"asin\": \"B0CHTBH5N7\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"babyGap Deluxe Play Yard by Delta Children - Features a Removable Bassinet and Changing Table, Black Camo\", \"asin\": \"B0BTFXLJ5S\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Jeep Milestone 6-in-1 High Chair by Delta Children - High Chair Converts to Stool, Booster Seat, Toddler Chair, Activity Table and Desk and Chair, Sage Green\", \"asin\": \"B0CXVWXJZS\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, May 7 Only 19 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\": \"2025-05-04T18:56:01.457Z\", // 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\": \"2025-05-04T18:56:01.457Z\", \"action\": \"input\", \"action_argument\": \"delta infant table\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"delta infant table\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)\", \"asin\": \"B0CLRLGY4N\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Diroan Kids Functional Desk and Chair Set, Ergonomic Height Adjustable Children School Study Desk with Tilt Desktop, Book Stand, LED Light, Metal Hook and Storage Drawer for Boys Girls(Grey)\", \"asin\": \"B0CNJRZ4WB\", \"price\": \"$115.59\", \"quantity\": \"\"},\n {\"title\": \"VASAGLE Bar Table and Chairs Set, Square Table With 2 Stools, Dining Pub Set for 2, Space Saving for Kitchen Breakfast, Living Room, Party Room, Golden Oak and Cloud White\", \"asin\": \"B0CQ81Z4GL\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"DlandHome Computer Desk Folding Table 39.4 inches Writing Desk for Small Space Study Table Laptop Desk No Assembly Required Teak&Black\", \"asin\": \"B07RS353M9\", \"price\": \"$104.49\", \"quantity\": \"\"},\n {\"title\": \"Brelley Kids Table and 4 Chairs Set, Height Adjustable Toddler Table and Chair Set, Graffiti Desktop, Non-Slip Legs, Max 300lbs, Children Multi-Activity Table for Ages 2-8\", \"asin\": \"B0D986MT5M\", \"price\": \"$139.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Sloane 4 Drawer Dresser with Changing Top, Bianca White w/Melted Bronze\", \"asin\": \"B08GD2RFVD\", \"price\": \"$399.98\", \"delivery\": \"FREE delivery May 7 - 8 Or fastest delivery Wed, May 7\"},\n {\"title\": \"MySize Kids Wood Table and Chair Set (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time & More - Greenguard Gold Certified, Grey, 3 Piece Set\", \"asin\": \"B076MR5C4L\", \"price\": \"$59.49\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and Chair Set (4 Chairs Included), Grey/Blue\", \"asin\": \"B07FCLPPXQ\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"4-Piece Toddler Playroom Set, Grey/White\", \"asin\": \"B0B48RKXVL\", \"price\": \"$54.39\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and Chair Set with Storage (2 Chairs Included), Grey/Blue\", \"asin\": \"B07TDMJF5P\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Infant Changing Table with Pad, White\", \"asin\": \"B00GUN43AY\", \"price\": \"$99.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"MySize Kids Table with 4 Chairs, Bianca White/Pastel\", \"asin\": \"B0B3S86R7N\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Fri, May 9 for Prime members\"},\n {\"title\": \"MySize Chair Desk With Storage Bin, Grey\", \"asin\": \"B07JQDF12D\", \"price\": \"$32.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Finn Table and Chair Set with Storage, White/Grey\", \"asin\": \"B0CH1R87YT\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and Chair Set with Storage (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Disney Princess\", \"asin\": \"B09MSR6XMR\", \"price\": \"$49.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Scout Changing Table - Greenguard Gold Certified, Bianca White/Natural\", \"asin\": \"B0D7FN8KF2\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"The Play Kit - Kids Table & Chairs Set with Sustainably Sourced Wood Table & 2 Non-Toxic Bucket Seat Chairs - Safe & Comfortable - Natural/Sage\", \"asin\": \"B0C5RXNWG4\", \"price\": \"$295.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"4 Tier Kids Wooden Bookshelf,Five Layer Sling Children Bookcase,Baby Storage Book Rack,Book and Toy Organizer Cabinet Chest,Book Display Shelf,Playroom Nursery Classroom Library\", \"asin\": \"B0C2V5HXKL\", \"price\": \"$69.99\", \"delivery\": \"$19.99 delivery May 12 - 13\"},\n {\"title\": \"Emily Changing Table In Natural, Comes With 1\\\" Changing Pad, Features Two Shelves, Portable Changing Station, Made Of Sustainable New Zealand Pinewood\", \"asin\": \"B007E7XDZG\", \"price\": \"$95.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Montessori Weaning Table and Chair Set,Real Hardwood, Desk for Toddler Reading,Snack Time,Playroom,Activity Cube,Step Stool,1-3 Year Old Kids Montessori Furniture\", \"asin\": \"B0BXFDM2MR\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Kids Table and Chair Set With Storage (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Nick Jr. PAW Patrol\", \"asin\": \"B00YGHFL4S\", \"price\": \"$57.01\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Disney Minnie Mouse Kids Table and Chair Set 3- Piece Set (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homework & More, Pink\", \"asin\": \"B00AG3QM7Q\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Homestead Kids Table & 2 Chairs Set - Ideal for Arts & Crafts, Greenguard Gold Certified, Grey\", \"asin\": \"B08PJ3H1WR\", \"price\": \"$117.44\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"MySize Kids Convertible Activity Bench - Greenguard Gold Certified, Grey\", \"asin\": \"B07QHKV3VD\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Baby Changing Table Portable Folding Diaper Changing Station with Wheels, Adjustable Height Mobile Nursery Organizer with Safety Belt and Large Storage Racks for Newborn Baby and Infant, Gray\", \"asin\": \"B086ZWD5JX\", \"price\": \"$75.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Jool Baby Soft Changing Pad + Washable Cover, Non-Slip - Fits Standard Changing Tables & Dressers (Gray)\", \"asin\": \"B08KHD615K\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Kids Wood Table and Chair Set, Kids Play Table with 2 Chairs,3 Pieces Kids Round Table for Toddlers, Girls, Boys,White\", \"asin\": \"B091927CNJ\", \"price\": \"$72.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and 2 Chairs Set, Height Adjustable Toddler Desk and Chair Set, Graffiti Desktop, Classroom/Daycare/Home, Children Multi-Activity Table for Ages 2-8\", \"asin\": \"B0BX6KC7ZN\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery May 8 - 12\"},\n {\"title\": \"Princess Crown Kids Wood Table and Chair Set with Storage - Greenguard Gold Certified, White/Pink\", \"asin\": \"B07NBVS46H\", \"price\": \"$48.98\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Chair Desk with Storage Bin, Disney Princess\", \"asin\": \"B09MSSTP9S\", \"price\": \"$40.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Essex Convertible Changing Table with Drawer, Bianca White/Natural\", \"asin\": \"B0928N5PHC\", \"price\": \"$179.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Chair Desk With Storage Bin, Sesame Street\", \"asin\": \"B0057GU264\", \"price\": \"$40.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Kids Table and Chairs, 3 in 1 Kids Wooden Activity Table Set with Storage Drawer, Detachable Tabletop, Toddler Furniture Set for Drawing Reading Art Craft, Playroom, Nursery, Grey\", \"asin\": \"B0DMK9YJY5\", \"price\": \"$84.99\", \"delivery\": \"FREE delivery May 7 - 9 Only 18 left in stock - order soon.\"},\n {\"title\": \"Kids Table and 4 Chairs Set, Height Adjustable Toddler Table and Chair Set, Graffiti Desktop, Non-Slip Legs, Max 300lbs, Children Multi-Activity Table for Ages 2-8\", \"asin\": \"B0B5T2JLG3\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery May 8 - 12\"},\n {\"title\": \"Kids Art Table and Chairs Set, Craft Desk with Large Storage and Portable Art Supply Organizer for Children Ages 8-12, 47\\\" L x 30\\\" W\", \"asin\": \"B0BK9TG756\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Wed, May 7\"},\n {\"title\": \"GAP GapKids Table and 4 Chair Set - Greenguard Gold Certified, Blush/Natural\", \"asin\": \"B0BYTH995G\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Mon, May 12 for Prime members\"},\n {\"title\": \"Space Adventure Kids Table and Chair Set\", \"asin\": \"B08F8LB619\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Flat Top Changing Table with Wheels and Changing Pad - Greenguard Gold Certified, Bianca White\", \"asin\": \"B01NAVAYB2\", \"price\": \"$94.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Essex Kids' Desk & Chair Set-Greenguard Gold Certified-Ideal for Arts & Crafts, Snack Time, Studying-for Ages 4 Years+, Grey/Natural\", \"asin\": \"B099KLJN8K\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Thu, May 15 for Prime members\"},\n {\"title\": \"Marvel Spider Man Kids Table Set with Storage (2 Chairs Included) Greenguard Gold Certified, Onesize, Blue/Red\", \"asin\": \"B09WXLNG1V\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Eclipse Changing Table with Changing Pad, White\", \"asin\": \"B004FURIAG\", \"price\": \"$122.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Chelsea 3-Piece Table and Chairs Set with Storage\", \"asin\": \"B07KWZQ9NW\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery May 7 - 8 Or fastest delivery Wed, May 7\"},\n {\"title\": \"Chair Desk With Storage Bin - Greenguard Gold Certified, Spider-Man, Arm Rest, Cushion Availability, Engineered Wood\", \"asin\": \"B015WKNNS8\", \"price\": \"$37.98\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Disney Minnie Mouse Storage Table and Chairs Set\", \"asin\": \"B00IGISK0A\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery May 6 - 7\"},\n {\"title\": \"Chair Desk With Storage Bin, Disney Minnie Mouse\", \"asin\": \"B0087XPDTU\", \"price\": \"$40.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Play N Store Building Bricks Play Table with 100+ Play Bricks Included - Large Brick Plate Compatible with Lego, MegaBlocks & More - Legs Fold for Easy Under Bed Storage, Grey\", \"asin\": \"B0DH4BLD6S\", \"price\": \"$109.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6 Only 7 left in stock (more on the way).\"},\n {\"title\": \"Bistro Kids Play Table - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Black Metal/Grey Barnboard\", \"asin\": \"B09MSS7JPM\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, May 12 for Prime members\"},\n {\"title\": \"Windsor 2-Piece Chair Set, Blush Pink\", \"asin\": \"B093XLWS6K\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Fri, May 9 for Prime members\"},\n {\"title\": \"Huck Convertible Changing Table, Bianca White\", \"asin\": \"B0947CZWWZ\", \"price\": \"$136.56\", \"delivery\": \"FREE delivery May 7 - 8 Or fastest delivery Wed, May 7 Only 20 left in stock - order soon.\"},\n {\"title\": \"Disney Minnie Mouse 4 Seat Activity Picnic Table with Lego Compatible Tabletop\", \"asin\": \"B09L28TVQN\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6 Only 13 left in stock (more on the way).\"},\n {\"title\": \"Compact Play & Learn Sensory Table for Kids \\u2013 Includes Musical Instruments - Use as Sand Table/Sensory Table/Activity Table/Montessori Toy, White/Natural\", \"asin\": \"B0DH4C5MCN\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Play and Learn Sensory Table for Kids Includes Shape Sorting, Building Block Baseplate, Gears and Musical Instruments - Use as Sand/Activity Table, White/Primary\", \"asin\": \"B0CHTGNNLS\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Chair Desk with Storage Bin - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework, Reading & More, Nick Jr. PAW Patrol, with Cup Holders|Arm Rest, Engineered Wood\", \"asin\": \"B01G959WSU\", \"price\": \"$39.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Foam Contoured Changing Pad with Waterproof Cover\", \"asin\": \"B08543W8SH\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Chair Desk With Storage Bin, Disney Mickey Mouse\", \"asin\": \"B0087XPDSQ\", \"price\": \"$40.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Bluey 3-Piece Toddler Playroom Set \\u2013 Includes Table, Chair and Toy Box, Blue\", \"asin\": \"B0DH4C6S3X\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Chair Desk With Storage Bin, Disney/Pixar Cars\", \"asin\": \"B0727Y9Q8F\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Wooden Table and 2 Chairs Set, White - Square Kids Table and Chair Set for Toddlers and Children for Arts, Crafts, and Snack Time - Sturdy, Durable Toddler Activity Table\", \"asin\": \"B01KZTJI4Y\", \"price\": \"$85.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Palmer End/Side Table, Greenguard Gold Certified, Dark Chocolate\", \"asin\": \"B0925SJJZP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery May 6 - 7\"},\n {\"title\": \"Jade Changing Table/Cart, Ebony Melamine/Bronze\", \"asin\": \"B0C9KRTDFL\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and Chair Set, 3 in 1 Wooden Activity Table with Storage Drawer, Detachable Tabletop for Children Drawing Reading Art Craft, Playroom, Nursery, Toddler Table and Chair Set, Gray\", \"asin\": \"B0851FS1Z4\", \"price\": \"$85.99\", \"delivery\": \"FREE delivery May 12 - 14\"},\n {\"title\": \"Hayes Changing Table and Dresser for Bedroom with 6 Fabric Drawers, Charcoal Grey/Flax\", \"asin\": \"B0CLWM8LQK\", \"price\": \"$129.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Only 9 left in stock (more on the way).\"},\n {\"title\": \"Disney Minnie Mouse 4-Piece Toddler Room-in-a-Box Set \\u2013 Includes Sleep and Play Toddler Bed, Table, 1 Chair and Toy Box, Pink\", \"asin\": \"B0CHTBH5N7\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"babyGap Deluxe Play Yard by Delta Children - Features a Removable Bassinet and Changing Table, Black Camo\", \"asin\": \"B0BTFXLJ5S\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Jeep Milestone 6-in-1 High Chair by Delta Children - High Chair Converts to Stool, Booster Seat, Toddler Chair, Activity Table and Desk and Chair, Sage Green\", \"asin\": \"B0CXVWXJZS\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, May 7 Only 19 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\": \"2025-05-04T18:56:01.580Z\", // 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
|
2025-05-04T18:56:01.580Z
|
click
|
suggested_term
|
rule
|
2025-05-04T18:56:01.580Z
|
train
| 2,666 |
2025-05-04T18:56:01.580Z
|
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": "2025-05-04T18:56:01.457Z", "action": "input", "action_argument": "delta infant table"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "delta infant table"
}
],
"promotion_items": [
{"title": "PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)", "asin": "B0CLRLGY4N", "price": "$19.98", "quantity": ""},
{"title": "Diroan Kids Functional Desk and Chair Set, Ergonomic Height Adjustable Children School Study Desk with Tilt Desktop, Book Stand, LED Light, Metal Hook and Storage Drawer for Boys Girls(Grey)", "asin": "B0CNJRZ4WB", "price": "$115.59", "quantity": ""},
{"title": "VASAGLE Bar Table and Chairs Set, Square Table With 2 Stools, Dining Pub Set for 2, Space Saving for Kitchen Breakfast, Living Room, Party Room, Golden Oak and Cloud White", "asin": "B0CQ81Z4GL", "price": "$109.99", "quantity": ""},
{"title": "DlandHome Computer Desk Folding Table 39.4 inches Writing Desk for Small Space Study Table Laptop Desk No Assembly Required Teak&Black", "asin": "B07RS353M9", "price": "$104.49", "quantity": ""},
{"title": "Brelley Kids Table and 4 Chairs Set, Height Adjustable Toddler Table and Chair Set, Graffiti Desktop, Non-Slip Legs, Max 300lbs, Children Multi-Activity Table for Ages 2-8", "asin": "B0D986MT5M", "price": "$139.99", "quantity": ""}
],
"search_results": [
{"title": "Sloane 4 Drawer Dresser with Changing Top, Bianca White w/Melted Bronze", "asin": "B08GD2RFVD", "price": "$399.98", "delivery": "FREE delivery May 7 - 8 Or fastest delivery Wed, May 7"},
{"title": "MySize Kids Wood Table and Chair Set (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time & More - Greenguard Gold Certified, Grey, 3 Piece Set", "asin": "B076MR5C4L", "price": "$59.49", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Kids Table and Chair Set (4 Chairs Included), Grey/Blue", "asin": "B07FCLPPXQ", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "4-Piece Toddler Playroom Set, Grey/White", "asin": "B0B48RKXVL", "price": "$54.39", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Kids Table and Chair Set with Storage (2 Chairs Included), Grey/Blue", "asin": "B07TDMJF5P", "price": "$59.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Infant Changing Table with Pad, White", "asin": "B00GUN43AY", "price": "$99.00", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "MySize Kids Table with 4 Chairs, Bianca White/Pastel", "asin": "B0B3S86R7N", "price": "$129.99", "delivery": "FREE delivery Fri, May 9 for Prime members"},
{"title": "MySize Chair Desk With Storage Bin, Grey", "asin": "B07JQDF12D", "price": "$32.39", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "Finn Table and Chair Set with Storage, White/Grey", "asin": "B0CH1R87YT", "price": "$49.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Kids Table and Chair Set with Storage (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Disney Princess", "asin": "B09MSR6XMR", "price": "$49.00", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Scout Changing Table - Greenguard Gold Certified, Bianca White/Natural", "asin": "B0D7FN8KF2", "price": "$84.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "The Play Kit - Kids Table & Chairs Set with Sustainably Sourced Wood Table & 2 Non-Toxic Bucket Seat Chairs - Safe & Comfortable - Natural/Sage", "asin": "B0C5RXNWG4", "price": "$295.00", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "4 Tier Kids Wooden Bookshelf,Five Layer Sling Children Bookcase,Baby Storage Book Rack,Book and Toy Organizer Cabinet Chest,Book Display Shelf,Playroom Nursery Classroom Library", "asin": "B0C2V5HXKL", "price": "$69.99", "delivery": "$19.99 delivery May 12 - 13"},
{"title": "Emily Changing Table In Natural, Comes With 1\" Changing Pad, Features Two Shelves, Portable Changing Station, Made Of Sustainable New Zealand Pinewood", "asin": "B007E7XDZG", "price": "$95.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Montessori Weaning Table and Chair Set,Real Hardwood, Desk for Toddler Reading,Snack Time,Playroom,Activity Cube,Step Stool,1-3 Year Old Kids Montessori Furniture", "asin": "B0BXFDM2MR", "price": "$69.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Kids Table and Chair Set With Storage (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Nick Jr. PAW Patrol", "asin": "B00YGHFL4S", "price": "$57.01", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Disney Minnie Mouse Kids Table and Chair Set 3- Piece Set (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homework & More, Pink", "asin": "B00AG3QM7Q", "price": "$64.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Homestead Kids Table & 2 Chairs Set - Ideal for Arts & Crafts, Greenguard Gold Certified, Grey", "asin": "B08PJ3H1WR", "price": "$117.44", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "MySize Kids Convertible Activity Bench - Greenguard Gold Certified, Grey", "asin": "B07QHKV3VD", "price": "$54.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Baby Changing Table Portable Folding Diaper Changing Station with Wheels, Adjustable Height Mobile Nursery Organizer with Safety Belt and Large Storage Racks for Newborn Baby and Infant, Gray", "asin": "B086ZWD5JX", "price": "$75.99", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "Jool Baby Soft Changing Pad + Washable Cover, Non-Slip - Fits Standard Changing Tables & Dressers (Gray)", "asin": "B08KHD615K", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Kids Wood Table and Chair Set, Kids Play Table with 2 Chairs,3 Pieces Kids Round Table for Toddlers, Girls, Boys,White", "asin": "B091927CNJ", "price": "$72.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Kids Table and 2 Chairs Set, Height Adjustable Toddler Desk and Chair Set, Graffiti Desktop, Classroom/Daycare/Home, Children Multi-Activity Table for Ages 2-8", "asin": "B0BX6KC7ZN", "price": "$79.99", "delivery": "FREE delivery May 8 - 12"},
{"title": "Princess Crown Kids Wood Table and Chair Set with Storage - Greenguard Gold Certified, White/Pink", "asin": "B07NBVS46H", "price": "$48.98", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Chair Desk with Storage Bin, Disney Princess", "asin": "B09MSSTP9S", "price": "$40.00", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Essex Convertible Changing Table with Drawer, Bianca White/Natural", "asin": "B0928N5PHC", "price": "$179.99", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "Chair Desk With Storage Bin, Sesame Street", "asin": "B0057GU264", "price": "$40.00", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "Kids Table and Chairs, 3 in 1 Kids Wooden Activity Table Set with Storage Drawer, Detachable Tabletop, Toddler Furniture Set for Drawing Reading Art Craft, Playroom, Nursery, Grey", "asin": "B0DMK9YJY5", "price": "$84.99", "delivery": "FREE delivery May 7 - 9 Only 18 left in stock - order soon."},
{"title": "Kids Table and 4 Chairs Set, Height Adjustable Toddler Table and Chair Set, Graffiti Desktop, Non-Slip Legs, Max 300lbs, Children Multi-Activity Table for Ages 2-8", "asin": "B0B5T2JLG3", "price": "$139.99", "delivery": "FREE delivery May 8 - 12"},
{"title": "Kids Art Table and Chairs Set, Craft Desk with Large Storage and Portable Art Supply Organizer for Children Ages 8-12, 47\" L x 30\" W", "asin": "B0BK9TG756", "price": "$249.99", "delivery": "FREE delivery Wed, May 7"},
{"title": "GAP GapKids Table and 4 Chair Set - Greenguard Gold Certified, Blush/Natural", "asin": "B0BYTH995G", "price": "$99.99", "delivery": "FREE delivery Mon, May 12 for Prime members"},
{"title": "Space Adventure Kids Table and Chair Set", "asin": "B08F8LB619", "price": "$59.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Flat Top Changing Table with Wheels and Changing Pad - Greenguard Gold Certified, Bianca White", "asin": "B01NAVAYB2", "price": "$94.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Essex Kids' Desk & Chair Set-Greenguard Gold Certified-Ideal for Arts & Crafts, Snack Time, Studying-for Ages 4 Years+, Grey/Natural", "asin": "B099KLJN8K", "price": "$89.99", "delivery": "FREE delivery Thu, May 15 for Prime members"},
{"title": "Marvel Spider Man Kids Table Set with Storage (2 Chairs Included) Greenguard Gold Certified, Onesize, Blue/Red", "asin": "B09WXLNG1V", "price": "$50.00", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Eclipse Changing Table with Changing Pad, White", "asin": "B004FURIAG", "price": "$122.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Chelsea 3-Piece Table and Chairs Set with Storage", "asin": "B07KWZQ9NW", "price": "$89.99", "delivery": "FREE delivery May 7 - 8 Or fastest delivery Wed, May 7"},
{"title": "Chair Desk With Storage Bin - Greenguard Gold Certified, Spider-Man, Arm Rest, Cushion Availability, Engineered Wood", "asin": "B015WKNNS8", "price": "$37.98", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Disney Minnie Mouse Storage Table and Chairs Set", "asin": "B00IGISK0A", "price": "$49.99", "delivery": "FREE delivery May 6 - 7"},
{"title": "Chair Desk With Storage Bin, Disney Minnie Mouse", "asin": "B0087XPDTU", "price": "$40.00", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Play N Store Building Bricks Play Table with 100+ Play Bricks Included - Large Brick Plate Compatible with Lego, MegaBlocks & More - Legs Fold for Easy Under Bed Storage, Grey", "asin": "B0DH4BLD6S", "price": "$109.99", "delivery": " Two-Day FREE delivery Tue, May 6 Only 7 left in stock (more on the way)."},
{"title": "Bistro Kids Play Table - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Black Metal/Grey Barnboard", "asin": "B09MSS7JPM", "price": "$59.99", "delivery": "FREE delivery Mon, May 12 for Prime members"},
{"title": "Windsor 2-Piece Chair Set, Blush Pink", "asin": "B093XLWS6K", "price": "$139.99", "delivery": "FREE delivery Fri, May 9 for Prime members"},
{"title": "Huck Convertible Changing Table, Bianca White", "asin": "B0947CZWWZ", "price": "$136.56", "delivery": "FREE delivery May 7 - 8 Or fastest delivery Wed, May 7 Only 20 left in stock - order soon."},
{"title": "Disney Minnie Mouse 4 Seat Activity Picnic Table with Lego Compatible Tabletop", "asin": "B09L28TVQN", "price": "$59.99", "delivery": " Two-Day FREE delivery Tue, May 6 Only 13 left in stock (more on the way)."},
{"title": "Compact Play & Learn Sensory Table for Kids \u2013 Includes Musical Instruments - Use as Sand Table/Sensory Table/Activity Table/Montessori Toy, White/Natural", "asin": "B0DH4C5MCN", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "Play and Learn Sensory Table for Kids Includes Shape Sorting, Building Block Baseplate, Gears and Musical Instruments - Use as Sand/Activity Table, White/Primary", "asin": "B0CHTGNNLS", "price": "$149.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Chair Desk with Storage Bin - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework, Reading & More, Nick Jr. PAW Patrol, with Cup Holders|Arm Rest, Engineered Wood", "asin": "B01G959WSU", "price": "$39.00", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Foam Contoured Changing Pad with Waterproof Cover", "asin": "B08543W8SH", "price": "$17.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Chair Desk With Storage Bin, Disney Mickey Mouse", "asin": "B0087XPDSQ", "price": "$40.00", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "Bluey 3-Piece Toddler Playroom Set \u2013 Includes Table, Chair and Toy Box, Blue", "asin": "B0DH4C6S3X", "price": "$59.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Chair Desk With Storage Bin, Disney/Pixar Cars", "asin": "B0727Y9Q8F", "price": "$54.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Kids Wooden Table and 2 Chairs Set, White - Square Kids Table and Chair Set for Toddlers and Children for Arts, Crafts, and Snack Time - Sturdy, Durable Toddler Activity Table", "asin": "B01KZTJI4Y", "price": "$85.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Palmer End/Side Table, Greenguard Gold Certified, Dark Chocolate", "asin": "B0925SJJZP", "price": "$29.99", "delivery": "FREE delivery May 6 - 7"},
{"title": "Jade Changing Table/Cart, Ebony Melamine/Bronze", "asin": "B0C9KRTDFL", "price": "$129.99", "delivery": " Two-Day FREE delivery Tue, May 6"},
{"title": "Kids Table and Chair Set, 3 in 1 Wooden Activity Table with Storage Drawer, Detachable Tabletop for Children Drawing Reading Art Craft, Playroom, Nursery, Toddler Table and Chair Set, Gray", "asin": "B0851FS1Z4", "price": "$85.99", "delivery": "FREE delivery May 12 - 14"},
{"title": "Hayes Changing Table and Dresser for Bedroom with 6 Fabric Drawers, Charcoal Grey/Flax", "asin": "B0CLWM8LQK", "price": "$129.00", "delivery": " One-Day FREE delivery Tomorrow, May 5 Only 9 left in stock (more on the way)."},
{"title": "Disney Minnie Mouse 4-Piece Toddler Room-in-a-Box Set \u2013 Includes Sleep and Play Toddler Bed, Table, 1 Chair and Toy Box, Pink", "asin": "B0CHTBH5N7", "price": "$89.99", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "babyGap Deluxe Play Yard by Delta Children - Features a Removable Bassinet and Changing Table, Black Camo", "asin": "B0BTFXLJ5S", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, May 5"},
{"title": "Jeep Milestone 6-in-1 High Chair by Delta Children - High Chair Converts to Stool, Booster Seat, Toddler Chair, Activity Table and Desk and Chair, Sage Green", "asin": "B0CXVWXJZS", "price": "$99.99", "delivery": "FREE delivery Wed, May 7 Only 19 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": "2025-05-04T18:56:01.580Z", // 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": 2666,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text 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\": \"2025-05-04T18:56:01.457Z\", \"action\": \"input\", \"action_argument\": \"delta infant table\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing 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\": \"delta infant table\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)\", \"asin\": \"B0CLRLGY4N\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Diroan Kids Functional Desk and Chair Set, Ergonomic Height Adjustable Children School Study Desk with Tilt Desktop, Book Stand, LED Light, Metal Hook and Storage Drawer for Boys Girls(Grey)\", \"asin\": \"B0CNJRZ4WB\", \"price\": \"$115.59\", \"quantity\": \"\"},\n {\"title\": \"VASAGLE Bar Table and Chairs Set, Square Table With 2 Stools, Dining Pub Set for 2, Space Saving for Kitchen Breakfast, Living Room, Party Room, Golden Oak and Cloud White\", \"asin\": \"B0CQ81Z4GL\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"DlandHome Computer Desk Folding Table 39.4 inches Writing Desk for Small Space Study Table Laptop Desk No Assembly Required Teak&Black\", \"asin\": \"B07RS353M9\", \"price\": \"$104.49\", \"quantity\": \"\"},\n {\"title\": \"Brelley Kids Table and 4 Chairs Set, Height Adjustable Toddler Table and Chair Set, Graffiti Desktop, Non-Slip Legs, Max 300lbs, Children Multi-Activity Table for Ages 2-8\", \"asin\": \"B0D986MT5M\", \"price\": \"$139.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Sloane 4 Drawer Dresser with Changing Top, Bianca White w/Melted Bronze\", \"asin\": \"B08GD2RFVD\", \"price\": \"$399.98\", \"delivery\": \"FREE delivery May 7 - 8 Or fastest delivery Wed, May 7\"},\n {\"title\": \"MySize Kids Wood Table and Chair Set (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time & More - Greenguard Gold Certified, Grey, 3 Piece Set\", \"asin\": \"B076MR5C4L\", \"price\": \"$59.49\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and Chair Set (4 Chairs Included), Grey/Blue\", \"asin\": \"B07FCLPPXQ\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"4-Piece Toddler Playroom Set, Grey/White\", \"asin\": \"B0B48RKXVL\", \"price\": \"$54.39\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and Chair Set with Storage (2 Chairs Included), Grey/Blue\", \"asin\": \"B07TDMJF5P\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Infant Changing Table with Pad, White\", \"asin\": \"B00GUN43AY\", \"price\": \"$99.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"MySize Kids Table with 4 Chairs, Bianca White/Pastel\", \"asin\": \"B0B3S86R7N\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Fri, May 9 for Prime members\"},\n {\"title\": \"MySize Chair Desk With Storage Bin, Grey\", \"asin\": \"B07JQDF12D\", \"price\": \"$32.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Finn Table and Chair Set with Storage, White/Grey\", \"asin\": \"B0CH1R87YT\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and Chair Set with Storage (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Disney Princess\", \"asin\": \"B09MSR6XMR\", \"price\": \"$49.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Scout Changing Table - Greenguard Gold Certified, Bianca White/Natural\", \"asin\": \"B0D7FN8KF2\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"The Play Kit - Kids Table & Chairs Set with Sustainably Sourced Wood Table & 2 Non-Toxic Bucket Seat Chairs - Safe & Comfortable - Natural/Sage\", \"asin\": \"B0C5RXNWG4\", \"price\": \"$295.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"4 Tier Kids Wooden Bookshelf,Five Layer Sling Children Bookcase,Baby Storage Book Rack,Book and Toy Organizer Cabinet Chest,Book Display Shelf,Playroom Nursery Classroom Library\", \"asin\": \"B0C2V5HXKL\", \"price\": \"$69.99\", \"delivery\": \"$19.99 delivery May 12 - 13\"},\n {\"title\": \"Emily Changing Table In Natural, Comes With 1\\\" Changing Pad, Features Two Shelves, Portable Changing Station, Made Of Sustainable New Zealand Pinewood\", \"asin\": \"B007E7XDZG\", \"price\": \"$95.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Montessori Weaning Table and Chair Set,Real Hardwood, Desk for Toddler Reading,Snack Time,Playroom,Activity Cube,Step Stool,1-3 Year Old Kids Montessori Furniture\", \"asin\": \"B0BXFDM2MR\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Kids Table and Chair Set With Storage (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Nick Jr. PAW Patrol\", \"asin\": \"B00YGHFL4S\", \"price\": \"$57.01\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Disney Minnie Mouse Kids Table and Chair Set 3- Piece Set (2 Chairs Included) - Ideal for Arts & Crafts, Snack Time, Homework & More, Pink\", \"asin\": \"B00AG3QM7Q\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Homestead Kids Table & 2 Chairs Set - Ideal for Arts & Crafts, Greenguard Gold Certified, Grey\", \"asin\": \"B08PJ3H1WR\", \"price\": \"$117.44\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"MySize Kids Convertible Activity Bench - Greenguard Gold Certified, Grey\", \"asin\": \"B07QHKV3VD\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Baby Changing Table Portable Folding Diaper Changing Station with Wheels, Adjustable Height Mobile Nursery Organizer with Safety Belt and Large Storage Racks for Newborn Baby and Infant, Gray\", \"asin\": \"B086ZWD5JX\", \"price\": \"$75.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Jool Baby Soft Changing Pad + Washable Cover, Non-Slip - Fits Standard Changing Tables & Dressers (Gray)\", \"asin\": \"B08KHD615K\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Kids Wood Table and Chair Set, Kids Play Table with 2 Chairs,3 Pieces Kids Round Table for Toddlers, Girls, Boys,White\", \"asin\": \"B091927CNJ\", \"price\": \"$72.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and 2 Chairs Set, Height Adjustable Toddler Desk and Chair Set, Graffiti Desktop, Classroom/Daycare/Home, Children Multi-Activity Table for Ages 2-8\", \"asin\": \"B0BX6KC7ZN\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery May 8 - 12\"},\n {\"title\": \"Princess Crown Kids Wood Table and Chair Set with Storage - Greenguard Gold Certified, White/Pink\", \"asin\": \"B07NBVS46H\", \"price\": \"$48.98\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Chair Desk with Storage Bin, Disney Princess\", \"asin\": \"B09MSSTP9S\", \"price\": \"$40.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Essex Convertible Changing Table with Drawer, Bianca White/Natural\", \"asin\": \"B0928N5PHC\", \"price\": \"$179.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Chair Desk With Storage Bin, Sesame Street\", \"asin\": \"B0057GU264\", \"price\": \"$40.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Kids Table and Chairs, 3 in 1 Kids Wooden Activity Table Set with Storage Drawer, Detachable Tabletop, Toddler Furniture Set for Drawing Reading Art Craft, Playroom, Nursery, Grey\", \"asin\": \"B0DMK9YJY5\", \"price\": \"$84.99\", \"delivery\": \"FREE delivery May 7 - 9 Only 18 left in stock - order soon.\"},\n {\"title\": \"Kids Table and 4 Chairs Set, Height Adjustable Toddler Table and Chair Set, Graffiti Desktop, Non-Slip Legs, Max 300lbs, Children Multi-Activity Table for Ages 2-8\", \"asin\": \"B0B5T2JLG3\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery May 8 - 12\"},\n {\"title\": \"Kids Art Table and Chairs Set, Craft Desk with Large Storage and Portable Art Supply Organizer for Children Ages 8-12, 47\\\" L x 30\\\" W\", \"asin\": \"B0BK9TG756\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Wed, May 7\"},\n {\"title\": \"GAP GapKids Table and 4 Chair Set - Greenguard Gold Certified, Blush/Natural\", \"asin\": \"B0BYTH995G\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Mon, May 12 for Prime members\"},\n {\"title\": \"Space Adventure Kids Table and Chair Set\", \"asin\": \"B08F8LB619\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Flat Top Changing Table with Wheels and Changing Pad - Greenguard Gold Certified, Bianca White\", \"asin\": \"B01NAVAYB2\", \"price\": \"$94.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Essex Kids' Desk & Chair Set-Greenguard Gold Certified-Ideal for Arts & Crafts, Snack Time, Studying-for Ages 4 Years+, Grey/Natural\", \"asin\": \"B099KLJN8K\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Thu, May 15 for Prime members\"},\n {\"title\": \"Marvel Spider Man Kids Table Set with Storage (2 Chairs Included) Greenguard Gold Certified, Onesize, Blue/Red\", \"asin\": \"B09WXLNG1V\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Eclipse Changing Table with Changing Pad, White\", \"asin\": \"B004FURIAG\", \"price\": \"$122.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Chelsea 3-Piece Table and Chairs Set with Storage\", \"asin\": \"B07KWZQ9NW\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery May 7 - 8 Or fastest delivery Wed, May 7\"},\n {\"title\": \"Chair Desk With Storage Bin - Greenguard Gold Certified, Spider-Man, Arm Rest, Cushion Availability, Engineered Wood\", \"asin\": \"B015WKNNS8\", \"price\": \"$37.98\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Disney Minnie Mouse Storage Table and Chairs Set\", \"asin\": \"B00IGISK0A\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery May 6 - 7\"},\n {\"title\": \"Chair Desk With Storage Bin, Disney Minnie Mouse\", \"asin\": \"B0087XPDTU\", \"price\": \"$40.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Play N Store Building Bricks Play Table with 100+ Play Bricks Included - Large Brick Plate Compatible with Lego, MegaBlocks & More - Legs Fold for Easy Under Bed Storage, Grey\", \"asin\": \"B0DH4BLD6S\", \"price\": \"$109.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6 Only 7 left in stock (more on the way).\"},\n {\"title\": \"Bistro Kids Play Table - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework & More, Black Metal/Grey Barnboard\", \"asin\": \"B09MSS7JPM\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, May 12 for Prime members\"},\n {\"title\": \"Windsor 2-Piece Chair Set, Blush Pink\", \"asin\": \"B093XLWS6K\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Fri, May 9 for Prime members\"},\n {\"title\": \"Huck Convertible Changing Table, Bianca White\", \"asin\": \"B0947CZWWZ\", \"price\": \"$136.56\", \"delivery\": \"FREE delivery May 7 - 8 Or fastest delivery Wed, May 7 Only 20 left in stock - order soon.\"},\n {\"title\": \"Disney Minnie Mouse 4 Seat Activity Picnic Table with Lego Compatible Tabletop\", \"asin\": \"B09L28TVQN\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6 Only 13 left in stock (more on the way).\"},\n {\"title\": \"Compact Play & Learn Sensory Table for Kids \\u2013 Includes Musical Instruments - Use as Sand Table/Sensory Table/Activity Table/Montessori Toy, White/Natural\", \"asin\": \"B0DH4C5MCN\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Play and Learn Sensory Table for Kids Includes Shape Sorting, Building Block Baseplate, Gears and Musical Instruments - Use as Sand/Activity Table, White/Primary\", \"asin\": \"B0CHTGNNLS\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Chair Desk with Storage Bin - Ideal for Arts & Crafts, Snack Time, Homeschooling, Homework, Reading & More, Nick Jr. PAW Patrol, with Cup Holders|Arm Rest, Engineered Wood\", \"asin\": \"B01G959WSU\", \"price\": \"$39.00\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Foam Contoured Changing Pad with Waterproof Cover\", \"asin\": \"B08543W8SH\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Chair Desk With Storage Bin, Disney Mickey Mouse\", \"asin\": \"B0087XPDSQ\", \"price\": \"$40.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Bluey 3-Piece Toddler Playroom Set \\u2013 Includes Table, Chair and Toy Box, Blue\", \"asin\": \"B0DH4C6S3X\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Chair Desk With Storage Bin, Disney/Pixar Cars\", \"asin\": \"B0727Y9Q8F\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Wooden Table and 2 Chairs Set, White - Square Kids Table and Chair Set for Toddlers and Children for Arts, Crafts, and Snack Time - Sturdy, Durable Toddler Activity Table\", \"asin\": \"B01KZTJI4Y\", \"price\": \"$85.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Palmer End/Side Table, Greenguard Gold Certified, Dark Chocolate\", \"asin\": \"B0925SJJZP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery May 6 - 7\"},\n {\"title\": \"Jade Changing Table/Cart, Ebony Melamine/Bronze\", \"asin\": \"B0C9KRTDFL\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Tue, May 6\"},\n {\"title\": \"Kids Table and Chair Set, 3 in 1 Wooden Activity Table with Storage Drawer, Detachable Tabletop for Children Drawing Reading Art Craft, Playroom, Nursery, Toddler Table and Chair Set, Gray\", \"asin\": \"B0851FS1Z4\", \"price\": \"$85.99\", \"delivery\": \"FREE delivery May 12 - 14\"},\n {\"title\": \"Hayes Changing Table and Dresser for Bedroom with 6 Fabric Drawers, Charcoal Grey/Flax\", \"asin\": \"B0CLWM8LQK\", \"price\": \"$129.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5 Only 9 left in stock (more on the way).\"},\n {\"title\": \"Disney Minnie Mouse 4-Piece Toddler Room-in-a-Box Set \\u2013 Includes Sleep and Play Toddler Bed, Table, 1 Chair and Toy Box, Pink\", \"asin\": \"B0CHTBH5N7\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"babyGap Deluxe Play Yard by Delta Children - Features a Removable Bassinet and Changing Table, Black Camo\", \"asin\": \"B0BTFXLJ5S\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 5\"},\n {\"title\": \"Jeep Milestone 6-in-1 High Chair by Delta Children - High Chair Converts to Stool, Booster Seat, Toddler Chair, Activity Table and Desk and Chair, Sage Green\", \"asin\": \"B0CXVWXJZS\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, May 7 Only 19 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\": \"2025-05-04T18:56:01.580Z\", // 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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